清理历史雷达RTK资料并归档当前车辆结果

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lichun.qu
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| 地面点 ROI | LiDAR 系 **`z ∈ [-2.5, -1.5]`**(约 2 m 车顶安装) |
| pair 配准 | **禁止**使用外参 seedB 与 X 独立 |
数据下载(历史 data4 等)https://fs.fairylandtech.com:5001/FRLD/#file_id=963272954246902180
数据下载:https://fs.fairylandtech.com:5001/FRLD/#file_id=966776353886090246
账号:lichun.qu@fairylandtech.com 密码:lichun.qu
---
@@ -191,8 +191,8 @@ $Out/
```powershell
$Repo = "D:\First-dev-dept\calibration-rtk-run"
$Out = "D:\data\rtk_lidar_run\outputs_baseline_h19165"
$Work = "D:\data\rtk_lidar_run\prepared_baseline_h19165"
$Out = "D:\data\rtk_lidar_run\outputs_vehicle_h19165"
$Work = "D:\data\rtk_lidar_run\prepared_vehicle_h19165"
powershell.exe -NoProfile -ExecutionPolicy Bypass -File "$Repo\run\view_result.ps1" `
-Frames "$Work\frames_all" `
@@ -229,10 +229,8 @@ powershell.exe -NoProfile -ExecutionPolicy Bypass -File "$Repo\run\view_result.p
> **状态:可作车头系候选交付**`recommended_for_deployment: true`)。
> 约定:`HeadingOffsetDeg=-90`,双天线 pitch/roll,机械初值 \(t=(+0.21086,-0.41418,+0.07850)\)yaw=0。
> 旧 `outputs_baseline_h19165` 仍不可用。
结果目录:`D:\data\rtk_lidar_run\outputs_vehicle_h19165\`
文件:`final_T_RTK_lidar.json` / `summary.json`
仓库内结果:[`results/vehicle_20260808/`](results/vehicle_20260808/)(来自本机 `outputs_vehicle_h19165`)。
```text
translation_m = [0.217822250, -0.411347802, 0.106542337]
@@ -272,27 +270,22 @@ T_RTK_lidar ≈
平面阿克曼运动不能独立观测 z。z 由「LiDAR 地面平面 + 外供 RTK 参考点离地高」约束:
- 本次:**1.9165 m**(相位中心离地);
- 历史 data4/data5 文档中的 **0.758 m** 是**另一台车**的测量,不能用于本车
- 不得复用其他车辆或历史采集的天线离地高度
更改高度后必须重新求解,禁止只改 JSON 里的 z。
GGA 对应哪根天线、`rawHeading` 方向须现场确认;搞反会导致 yaw 差约 180°。
---
## 9. 历史 data4 / data4+data5(参考)
旧联合实验使用 ANT1 离地 `0.758 m`,外参量级与本车不同,**不要与第 7 节结果混比**。联合流程见 `run/run_joint_rtk_lidar.ps1`
`results/reference_data4/` 若存在,仅为历史精简产物,不作为当前交付外参。
---
## 10. 仓库目录
## 9. 仓库目录
| 目录 | 职责 |
|---|---|
| [`code/`](code/) | GICP、运动对质量、AX=XB、结果封装、3D 可视化 |
| [`tools/`](tools/) | dlog/rscap 解析、G90 窗导出、combined / prepared |
| [`run/`](run/) | PowerShell 入口;路径与高度均由参数传入 |
| [`results/`](results/) | 当前车辆的最终外参与质量摘要;不含原始数据和中间点云 |
| `tests/` | 坐标契约、G90 host 关联等回归 |
| `work/``outputs/` | 本地生成物(`.gitignore` |
-41
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{
"class_name" : "PinholeCameraParameters",
"extrinsic" :
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LiDAR、双天线 RTK、IMU 标定数据说明
====================================
文档日期:2026-07-23
配套代码仓库:calibration
标定目标:求解 3D LiDAR 到后轮轴中心车体系的外参 T_body_lidar。
一、重要说明
------------
1. 三批数据的记录格式和用途并不完全相同。export 是每站多帧的完整解码数据,prepared 是从中每站选一帧并配好 RTK 车体位姿后的标定输入。
2. 第一批(data1)、第二批(data2)目前上传的是已经从原始 dlog 数据以及导出的 NPZ 数据。
3. data4 保留了完整逐站 LiDAR dlog 和独立 RTK/IMU rscap,可以从原始记录开始复现。
4. 每一个站点采集 LiDAR 点云时车辆均静止,因此当前 LiDAR-RTK 标定没有使用 IMU进行点云运动畸变校正。
5. data4 中的 IMU 数据保持在 IMU 原始传感器坐标系;当前流程只解析、关联和保存 IMU,没有求解 IMU 外参。
6. 不要修改站点目录名称、prepared 中 station_*.npz 的顺序或 manifest。B 文件中的运动对索引依赖这些顺序。
二、目录结构
----------------------
LiDAR_RTK_calibration_data/
数据说明.txt
data1/
raw/
export/
prepared/
data2/
raw/
export/
prepared/
data4/
raw/
RTKIMUraw/
prepared/
combined/(三传感器混合后的数据,data1、2没有IMU的数据。)
说明:
- data1/export 和 data2/export 是从逐站 dlog 导出的数据。raw 是完整原始数据。
- data1/prepared 和 data2/prepared 是每站选择一帧并重建 RTK 车体位姿后的标定输入。
- data4/raw 是完整原始数据,能够重新生成 export、parsed、combined 和 prepared。
它们可以由 raw 重新生成。
三、第一批数据(data1
-----------------------
1. 数据范围
- 静止站点数量:38 站。
- 站点编号:0138。
- 传感器:3D LiDAR + 双天线 RTK。
- 不包含 IMU。
- 记录格式:旧式逐站 dlog 中同时记录 LiDAR 和 GPS-POST-Z;当前云盘包从已导出的 NPZ 开始。
2. RTK 特点
- 实际 RTK 记录约 10 秒一条,并非预期的 10 Hz。
- 每站有效 RTK 样本较少,部分站点约 1~11 个有效样本。
- 因车辆在每站静止,仍可对站内 RTK 样本做均值并构造站点位姿;但时间同步精度和航向统计能力弱于第二批。
3. 当前用途
- 第一批只作为辅助复核数据。
- 不作为当前部署外参的主要求解数据。
- 不应把第一批写成严格独立的“验证集”,因为 RTK 过于稀疏,且它和第二批的场景、采集流程相近。
4. 上传内容
data1/export/
- 当前文件数约 803。
- 当前大小约 0.088 GB(约 90 MB)。
- 含逐站导出的 LiDAR NPZ、RTK sidecar、manifest 和质量报告。
data1/prepared/
- 当前文件数约 118。
- 当前大小约 0.049 GB(约 50 MB)。
- 核心内容包括:
frames_all/station_*.npz
body_poses_rear_gga_raw_rear_to_front.csv
station_summary.csv
manifest.json
四、第二批数据(data2
-----------------------
1. 数据范围
- 静止站点数量:38 站。
- 原始站点编号:3976。
- prepared 中重新顺序编号为 station_01station_38。
- 传感器:3D LiDAR + 双天线 RTK。
- 不包含 IMU。
- 记录格式与第一批相同,但 RTK 采样正常且明显更密集。
2. RTK 特点
- 每站约有 125~412 个有效 RTK 样本。
- 已使用 fix 4/fix 5 和有效 heading 进行筛选。
- 站内 heading 圆标准差上限使用 0.5°,本批 38 站均通过。
3. 当前用途
- 第二批是当前部署外参的主要求解数据。
- 使用 small_gicp 和 Open3D GICP 分别求 B,再做与 X 无关的质量筛选和跨后端一致性筛选。
- 当前部署外参主要由第二批求得,第一批仅辅助复核。
4. 上传内容
data2/export/
- 当前文件数约 759。
- 当前大小约 0.127 GB(约 130 MB)。
- 含逐站导出的 LiDAR NPZ、RTK 信息、manifest 和质量报告。
data2/prepared/
- 当前文件数约 82。
- 当前大小约 0.033 GB(约 34 MB)。
- 核心内容包括:
frames_all/station_*.npz
body_poses_rear_gga_raw_rear_to_front.csv
station_summary.csv
manifest.json
五、data4 数据
--------------
1. 数据范围
- 静止站点数量:34 站。
- 站点编号:001034。
- 传感器:3D LiDAR + 双天线 RTK + IMU。
- LiDAR 位于每个站点自己的原始 dlog 中。
- RTK 和 IMU 位于独立 rscap 文件中,存放在 RTKIMUraw 目录。
- 原始目录共约 152 个文件,大小约 12.488 GB。
2. RTK/IMU 原始记录
- RTKIMUraw 中当前包含 3 个 RTK rscap 和 3 个 IMU rscap。
- 本次 34 站标定使用 20260723-051627 开始的长时间 RTK/IMU session。
- 该 session 的 capture 审计结果:
RTK54256 个记录块,missing_chunks=0bad_record_crc=0,干净关闭,footer CRC 有效。
IMU26719 个记录块,missing_chunks=0bad_record_crc=0,干净关闭,footer CRC 有效。
3. 时间关联与导出结果
处理顺序为:
统一时间轴
-> 分别解析 LiDAR、RTK、IMU
-> 按每个 LiDAR 帧关联最近有效 RTK
-> 保存 LiDAR 帧前后各 100 ms 的 IMU 窗口
-> 导出 combined NPZ
-> 每站选择一个静止帧生成 prepared
当前关联统计:
- LiDAR 帧总数:11678。
- 34 个站点全部有数据。
- rtk_valid11678。
- heading_valid11678。
- fixed RTK11678。
- IMU 窗口非空:11678。
- RTK 最大允许关联时间差:150 ms。
- IMU 窗口:LiDAR 时刻前后各 100 ms。
时间基础:LiDAR 和串口 host UTC 用于当前关联;RTK GNSS 时间和 IMU 设备时间同时保留,供后续进一步建立精确时钟模型。
4. 当前用途
- data4 用于独立重新求解一套外参,并与历史第二批结果做跨批比较。
- data4 中 IMU 没有参与当前 LiDAR-RTK 外参求解。
- data4 结果与历史部署外参相差约 1.592 cm / 0.234°,但 data4 自身 AX 残差更高,因此当前仍保留历史第二批结果作为部署值。
如果已经上传 data4/raw,则 export、combined 和 parsed 均可以用代码重新生成。为了节省云盘空间,可只额外上传 prepared 和 calibration。
六、三批数据差异汇总
--------------------
第一批:
- 38 站,旧式 LiDAR+RTK dlog,无 IMU。
- RTK 极稀疏,约 10 秒一条。
- 当前上传从 export 开始。
- 只用于辅助复核。
第二批:
- 38 站,旧式 LiDAR+RTK dlog,无 IMU。
- RTK 密集、航向稳定。
- 当前上传从 export 开始。
- 用于当前部署外参的主要求解。
data4
- 34 站,逐站 LiDAR dlog + 独立 RTK/IMU rscap。
- 保存完整原始数据,可从 raw 开始复现。
- 用于独立重算和跨批比较。
- IMU 只保存和关联,尚未完成 IMU 外参标定。
七、标定坐标与主要参数
----------------------
- 外参定义:T_body_lidar,将 LiDAR 原始点变换到后轮轴中心车体系。
- 车体系:x 向前,y 向左,z 向上。
- 手眼方程:A_ij X = X B_ij。
- A_ij:由 RTK 后轮轴中心位置和双天线 heading 构造;当前为 yaw-only 姿态。
- B_ij:由两个静止站点的原始 LiDAR 点云通过 GICP 求得。
- heading_offset_deg21.226°(本车安装参数,不是通用常数)。
- 后天线在车体系杆臂:[ -0.320, -0.365, 0.620 ] m。(手量)
- 后轮轴中心离地高度:0.2335 m,用于地面约束;不是 LiDAR 离地高度。
八、数据使用注意事项
--------------------
1. data1、2 的manifest 中可能仍保留旧脚本生成的 train/validation 字段。这些字段是历史元数据;当前严谨流程将第二批用于求解、第一批用于辅助复核,不把同一批内部的小样本划分描述为高可信度验证集。
2. 不要使用已经变换到车体系的点云求 B,必须使用 NPZ 中的 points_raw。
3. 可视化时,frames_all 必须与生成 B 文件时的站点数量和顺序完全一致。
4. 模式 3(GICP B)本身已经错位时,应优先检查点云配准和场景退化;只有模式 3 正常而模式 4(X^-1 A X)系统性错位时,才优先检查 RTK A、坐标约定或外参 X。
5. 当前结果是工程标定结果,不是由全站仪或高精度标靶认证的绝对真值。
九、配套代码位置
----------------
本机代码仓库:
calibration
根 README.md 包含:
- 从原始数据/导出数据开始的完整复现流程;
- code、tools、run 中每个主要文件的职责;
- small_gicp、Open3D GICP、consensus B 的处理逻辑;
- AX=XB 与地面约束求 X 的方式;
- 残差、Hessian/条件数、bootstrap、跨批检查和 3D 可视化方法。
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# 数据说明
原始 H32 dlog / G90·N300 `.rscap`(以及旧版 LiDAR dlog / `h32.rscap`)、逐帧 NPZ 和 prepared 点云体积较大,不进入 Git。请从项目云盘取得数据,并按根 README 中的目录示例放置;实际路径通过命令参数传入。
推荐原始布局:
```text
raw_dataset/
├── stations/<站号>/ # dobject/ + dobject_recording/MSOP+DIFOP
└── captures/rtk.rscap, imu.rscap
```
公开数据包应同时提供:采集日期、车辆/传感器安装版本、站点数量、ANT1/ANT2 接线、rawHeading 方向、RTK 参考点离地高度及其测量方法。
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# results目录
# 当前车辆标定结果
`reference_data4/`是本仓库附带的精简参考结果。新的运行结果应写到仓库外目录或`outputs/`,不要覆盖参考结果
本目录只保存当前车辆、当前传感器安装条件下的最终可交付结果;不保存历史车辆数据、原始采集包、点云帧或中间配准产物
参考结果保留最终矩阵、共识B、两后端精筛B、逐对CSV/筛选审计和地面平面;未保留原始点云、逐帧combined数据、冗长的初筛JSON和带本机绝对路径的过程文件。
## 2026-08 车辆 / 27 个静止站点
目录 [`vehicle_20260808/`](vehicle_20260808/) 对应本机运行目录 `D:\data\rtk_lidar_run\outputs_vehicle_h19165`
- 外参:`final_T_RTK_lidar.json`
- 质量摘要:`summary.json`
- 坐标约定:`p_RTK = T_RTK_lidar · p_lidar`RTK 为车头向前坐标系(`HeadingOffsetDeg=-90`)。
- RTK 参考点高度:1.9165 mANT1 相位中心)。
- 质量:27 个站点、20 个共识运动对、平移 RMS 0.07116 m、旋转 RMS 0.98209°。
这些文件记录的是 host 时间关联版本的现有最终结果。后续采用 RTK 测量时间重新导出后,应写入新的结果目录,不能覆盖本目录。
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{
"convention": "T_RTK_lidar maps raw LiDAR points into the RTK navigation frame: p_RTK = T_RTK_lidar * p_lidar",
"translation_m": [
1.6381793500373911,
-0.24084479868828831,
0.08448123595331278
],
"rotation_rpy_deg_xyz": [
-0.8171674587248069,
1.323288118779805,
-22.104163317857477
],
"quaternion_xyzw": [
-0.004784711987091957,
0.012700096588977744,
-0.19160273666049008,
0.9813787267829084
],
"matrix_4x4": [
[
0.926254197701683,
0.37594816689521215,
0.026760737062740007,
1.6381793500373911
],
[
-0.3761912321127582,
0.926530995670823,
0.004524482591229066,
-0.24084479868828831
],
[
-0.02309368141930373,
-0.014257975640431828,
0.9996316281556624,
0.08448123595331278
],
[
0.0,
0.0,
0.0,
1.0
]
]
}
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# data4参考结果
推荐下游只读取`final_T_RTK_lidar.json`,其方向为:
```text
p_RTK = T_RTK_lidar · p_lidar
```
```text
translation_m = [1.638179350, -0.240844799, 0.084481236]
RPY_deg_xyz = [-0.817167459, 1.323288119, -22.104163318]
```
| 路径 | 内容 |
|---|---|
| `final_T_RTK_lidar.json` | 唯一推荐使用的最终外参 |
| `summary.json` | 最终残差、条件数和两后端差异摘要 |
| `common/ground_planes.csv` | 34站地面RANSAC平面 |
| `open3d_gicp/` | Open3D精筛B、精筛审计、逐对质量CSV和独立X |
| `small_gicp/` | small_gicp对应产物 |
| `consensus/` | 两后端共同认可的25对B、共识审计和最终X原始求解记录 |
`z=0.084481 m`依赖RTK参考点离地`0.8535 m`,不是平面AX=XB独立观测值。当前AX RMS约`0.100207 m / 1.252794°`,结果适合算法联调和继续验证,不应据此单独宣称逐帧GT达到±3 cm。
@@ -1,35 +0,0 @@
time,nx,ny,nz,d,inliers,rms_m,frame_counter
1784783825.357129,-0.0071009788712051635,-0.01614775434066578,0.9998444009588814,0.9449714797885561,2216,0.01353681235386204,382
1784783905.353819,0.0037577953662433442,-0.00645689216229629,0.999972093369405,0.9404093678203617,1992,0.01182484680356077,1182
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1 time nx ny nz d inliers rms_m frame_counter
2 1784783825.357129 -0.0071009788712051635 -0.01614775434066578 0.9998444009588814 0.9449714797885561 2216 0.01353681235386204 382
3 1784783905.353819 0.0037577953662433442 -0.00645689216229629 0.999972093369405 0.9404093678203617 1992 0.01182484680356077 1182
4 1784783971.0503054 -0.021571557237587136 -0.004187980739348835 0.9997585352152151 0.9464426916222599 1922 0.01241302113439391 1839
5 1784784059.7468228 -0.02328381206588687 0.004386003115594592 0.999719274132669 0.9506398743758987 1825 0.013207042662497559 2726
6 1784784149.2434597 -0.03034651356298797 8.407602826756324e-05 0.9995394349628197 0.9287260086761917 1631 0.012431422856007433 3621
7 1784784224.2408776 -0.02735108660242708 0.010336463557273514 0.9995724463903534 0.8697042041945898 1745 0.012010699567274814 4371
8 1784784301.6372502 -0.008085199791897242 -0.01261499998640764 0.9998877393586082 0.9555128377061561 2057 0.011385954851802133 5145
9 1784784387.733771 -0.007167201772462397 -0.008280272080485561 0.9999400323584541 0.9272403036781977 2190 0.012588169113362788 6006
10 1784784474.9314597 -0.015033673776128801 -0.05115510005163043 0.9985775605287256 0.9072885818985176 1852 0.011643717831315507 6878
11 1784784549.4274275 -0.03189811408163763 0.004490776571011993 0.999481036960594 0.9463330979345341 1638 0.013973864979699106 7623
12 1784784614.7244046 -0.027669126419476022 -0.013618714393779237 0.999524361914928 0.9348654978703125 1794 0.011102769699524444 8276
13 1784784682.921899 -0.022151829941254066 -0.026156017173182243 0.9994124069651578 0.9227652769218206 1638 0.01266204532799032 8958
14 1784784758.8187964 -0.022601789108727538 -0.030665670278286643 0.999274124450077 0.9305425654631599 1795 0.013340493954266352 9717
15 1784784836.0155501 -0.017598498968453644 -0.02647415434199472 0.999494578267403 0.961769336191532 2015 0.01382548272951725 10489
16 1784784921.1126208 -0.021874728045639568 -0.019005922983034846 0.9995800474021539 0.9186945373736978 1808 0.01319739563436461 11340
17 1784784992.709947 -0.019622211270580107 -0.02528822634559132 0.9994876059427386 0.9414876680920201 2158 0.013280256398986076 12056
18 1784785067.6067727 -0.031060743296391496 -0.010214597374617485 0.9994653031628212 0.9402571806911639 1758 0.013392641298608525 12805
19 1784785215.9006598 -0.023673459396853343 -0.027330465291762113 0.9993460926961797 0.9143984233881569 2134 0.012198902426752438 14288
20 1784785296.4990919 -0.013579953767407775 -0.025158411654770292 0.9995912360453568 0.929929365058787 2445 0.012790980094197171 15094
21 1784785363.1952267 -0.0316919344947604 -0.008177115456525313 0.9994642345130668 0.9579125765731408 1861 0.012743464679231025 15761
22 1784785434.592462 -0.022678088603046032 0.004435617789851151 0.9997329791459992 0.9537383917106543 1853 0.013464094518301148 16475
23 1784785506.389296 -0.0273694753756875 -0.01771941378886425 0.9994683257575693 0.9327361226688458 1749 0.011502338837958854 17193
24 1784785587.5863533 -0.034617559115875766 0.0015843237885758451 0.999399376885433 0.9191959537091571 1744 0.013401267879037225 18005
25 1784785681.9825997 -0.033298152875437845 -0.018946770164947627 0.9992658569747096 0.9446967789786688 2037 0.012804059875312601 18949
26 1784785815.4779446 -0.006681441650905292 -0.023720354219030532 0.9996963054514052 0.964084392350492 2080 0.013159652224503205 20284
27 1784785891.9768085 -0.026044255070688936 0.004021590005713901 0.9996527014876911 0.934003424141447 1610 0.012619787010493816 21049
28 1784785967.8726046 -0.026983516555153 -0.01791249491380091 0.9994753785663161 0.9339463871372334 1482 0.013831424226303278 21808
29 1784786031.5701303 -0.028810092762610772 -0.015551490666087386 0.9994639211562729 0.938325903591574 1592 0.013415706854842701 22445
30 1784786087.9670725 -0.026424364888569394 -0.014575043111831797 0.9995445568150146 0.9345909622822591 1466 0.013090809334738121 23009
31 1784786160.8647907 -0.032665212336793446 0.0597663130328534 0.9976777895340014 1.0611447790248285 1511 0.012251618222434443 23738
32 1784786252.6621523 -0.03732336904542465 -0.020702346452411244 0.9990887743211128 0.9478808317179221 1719 0.012520822005912273 24656
33 1784786319.6581354 -0.025461816426307887 -0.02602901616210242 0.9993368732424047 0.9466783627035876 1589 0.013468160971926036 25326
34 1784786396.7558627 -0.025295174442520576 -0.02343833470627969 0.9994052224278793 0.9710592140122102 1321 0.012895976784738191 26097
35 1784786557.4492514 -0.014426534652625146 -0.00926546906583815 0.9998530022862894 0.935013905231254 1251 0.012477706451163199 27704
@@ -1,332 +0,0 @@
{
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}
Binary file not shown.
@@ -1,266 +0,0 @@
{
"schema_version": 1,
"success": true,
"convention": "T_RTK_lidar maps raw LiDAR points into the RTK navigation frame",
"equation": "A_RTK_ij X = X B_LiDAR_ij",
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"x_axis": "horizontal projection of the rawHeading baseline direction reported by the receiver",
"y_axis": "left",
"z_axis": "up",
"yaw_enu_deg": "90 - rawHeadingDeg"
},
"LiDAR": "raw LiDAR sensor frame"
},
"backend": "consensus",
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"body_heading_offset_used": false,
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}
@@ -1,300 +0,0 @@
{
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@@ -1,97 +0,0 @@
i,j,rtk_translation_m,rtk_rotation_deg,heldout_inlier_ratio,heldout_inlier_rmse_m,hessian_rank,hessian_condition,reverse_translation_m,reverse_rotation_deg,multistart_success_rate,accepted,rejection_reasons
0,1,1.6721594124489447,24.171297449440814,0.8061657032755298,0.10961296014103396,6,2.7038608113687213,0.004225163540003575,0.1530449067720668,1.0,True,
0,2,2.0412175279332088,80.09074797031303,0.7489394523717702,0.116305716193008,6,3.0720058333957327,0.02073003109723684,0.12418344306819311,1.0,True,
0,3,6.30529961936688,79.9158388329924,0.6310283235519265,0.12470979645173097,6,5.235632990817998,0.02154775870989652,0.25399044979598373,1.0,True,
1,2,1.2843386040405174,55.9194505208722,0.7867383512544803,0.11079021393934946,6,3.282529873989144,0.00768232673944143,0.0508043300468843,1.0,True,
1,3,5.433888607887495,55.744541383551606,0.6794562317367552,0.11907169138096609,6,4.183386002322132,0.024832409186708038,0.29364088503444125,1.0,True,
1,4,1.5299424710613851,106.08652205569952,0.6786112833230006,0.1125501582315264,6,3.2941312581877567,0.0077657602443488094,0.07274574571529673,1.0,True,
2,3,4.340252832276203,0.1749091373206093,0.7586776859504132,0.11541610277862546,6,3.730803369806122,0.007879904085790266,0.11659483159927261,1.0,True,
2,4,0.2520257253555564,50.1670715348273,0.7854572527608884,0.1098649389241602,6,2.641287751481567,0.017042953274276868,0.09383247792992644,1.0,True,
2,5,5.8286926576588955,8.735318060700322,0.7074574574574575,0.11912871456224486,6,3.8527093190832513,0.016640250279170064,0.24773491621516538,1.0,True,
3,4,4.1070657333447205,50.34198067214791,0.6974624291697462,0.11727630888949149,6,3.5010457716923216,0.0121487212194689,0.20793086843827258,1.0,True,
3,5,2.2886212019715484,8.910227198020936,0.7962985964476462,0.10646082199215787,6,3.037745853837991,0.011008298723512349,0.0821707761041294,1.0,True,
3,6,2.618668779147775,47.63555775102663,0.8376509054325956,0.10956583416752531,6,3.1930663579156175,0.001222821038315667,0.092075215117626,1.0,True,
4,5,5.5767898078953735,41.431753474126985,0.6652516676773802,0.12322094568315027,6,4.985227704290953,0.005399786589871835,0.13893507775898076,0.0,False,multistart_instability
4,6,6.68811709459501,97.97753842317455,0.04910385465259023,0.15664415071522125,6,4.835889397197473,2.574198069897065,12.647326063758534,0.0,False,heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation;multistart_instability
4,7,6.153247042777442,123.28910472998353,0.020756115641215715,0.16997351387143192,6,17.054474046975617,5.52282870653845,6.186988956437115,0.0,False,heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
5,6,2.0562758992403367,56.545784949047565,0.7526921648718901,0.10924852668609375,6,3.289802074469562,0.012374747586500019,0.14461856068328793,1.0,True,
5,7,0.5812996709001959,81.85735125585653,0.7833561729164071,0.11683079277948678,6,2.8807765869032624,0.013689874812447942,0.20006562776472953,1.0,True,
5,8,2.6887856969568644,172.47951556359513,0.3979730564825114,0.13180114830799514,6,4.4867592164383865,2.902311115345869,2.1073169352638135,1.0,False,forward_reverse_translation;forward_reverse_rotation
6,7,1.9723544820714844,25.311566306808967,0.8497729566094854,0.10415909908074775,6,3.3759361297847534,0.008986805974950147,0.13099479506412062,1.0,True,
6,8,0.7288530799256238,115.93373061454484,0.7678928928928929,0.1116672507978127,6,3.260920573387359,0.010085391730567652,0.1175283699615622,1.0,True,
6,9,7.898758206937296,103.90638727582184,0.6071384156199477,0.12594282886521943,6,6.882498483502542,2.7065494720876333,9.167174886516003,1.0,False,forward_reverse_translation;forward_reverse_rotation
7,8,2.6747845281541447,90.62216430773587,0.8299748110831234,0.10748525688830211,6,3.0071179226782405,0.00710646197885058,0.1069872847368705,1.0,True,
7,9,8.06955581661561,78.59482096901287,0.6188509200150206,0.12713205078393502,6,6.716979637303372,6.104542218165768,6.596313811797356,0.0,False,forward_reverse_translation;forward_reverse_rotation;multistart_instability
7,10,8.088675434881791,134.6003195530505,0.04729478766868887,0.16509079956796627,6,8.903210909129099,5.698690438550839,24.43813017288333,0.0,False,heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
8,9,7.73033999229505,12.027343338722995,0.6326834719980131,0.12084265385763364,6,5.53968988049318,2.4349995045990127,17.158034002952295,1.0,False,forward_reverse_translation;forward_reverse_rotation
8,10,8.378411682322204,43.97815524531458,0.6163861933423412,0.1293602846396598,6,4.789005902863083,0.011327540721531722,0.17059480981566605,0.0,False,multistart_instability
8,11,11.214115106391473,22.60670813095403,0.035782503501846426,0.17440177580299876,6,9.744579276034784,1.861364410474017,5.099464012971126,1.0,False,heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation
9,10,1.9264207261313253,56.00549858403757,0.6543345543345543,0.10729272360686744,6,3.3788563349731624,1.6360232143180424,5.55466982065639,1.0,False,forward_reverse_translation;forward_reverse_rotation
9,11,4.747620352849464,34.63405146967702,0.5818780055682106,0.1171768781510077,6,3.555986532172078,0.00981302583568424,0.06035460198954135,1.0,True,
9,12,7.208566899019793,16.356227217122623,0.5379123584441162,0.12645695585785705,6,4.882558096197047,0.008862930161051686,0.11566409877698092,1.0,True,
10,11,3.0731501091601263,21.371447114360553,0.7118898623279099,0.1192865608074921,6,3.220203471557625,0.0029529340190141227,0.004176908093440082,1.0,True,
10,12,6.011368280631378,39.649271366914945,0.6120311738918656,0.12525652128126136,6,4.691686416856208,0.005686910809247203,0.10204044727299268,1.0,True,
10,13,9.76425648692991,72.41150002956132,0.516551290119572,0.1354903305714048,6,7.346543684414896,0.013565042721589003,0.32552304340992394,1.0,True,
11,12,3.3258193587172027,18.277824252554396,0.650555275113579,0.12104882943540898,6,4.612247786063477,0.003583199374507776,0.03300207707174117,1.0,True,
11,13,7.195203402213438,51.04005291520078,0.5698054068172914,0.1285866274322162,6,7.539783468898048,0.016001435752898144,0.11059625579950419,1.0,True,
11,14,3.634158560526847,20.548768889074672,0.6420881321982974,0.12414062948335593,6,4.952265047266808,0.012369101516230316,0.01870506040605898,1.0,True,
12,13,3.8697507070400543,32.762228662646386,0.6972966112450819,0.1168089621311632,6,4.28224799374136,0.01141023876783206,0.04779713993428384,1.0,True,
12,14,0.9871080784265185,2.2709446365202766,0.8749086479902558,0.09521299965540625,6,3.309695139564422,0.006159472215773367,0.014929948455569534,1.0,True,
12,15,4.171948395051693,25.86371030092923,0.7022030893897189,0.11797995277580106,6,4.277232786772136,0.008495008365046321,0.10278299144703042,1.0,True,
13,14,3.7992314627329202,30.491284026126113,0.6955810147299509,0.11455956122705321,6,3.350289886810734,0.01022866463344607,0.03515966054944392,1.0,True,
13,15,0.9105848166450461,6.898518361717151,0.868300353819945,0.1045421356808481,6,3.2437357133954023,0.002375025382773949,0.01072504764419793,1.0,True,
13,16,3.4957081323467,18.94489979461447,0.7265456392027422,0.1096252966406241,6,3.5227514244456217,0.008958927594996346,0.03041438512426757,1.0,True,
14,15,3.8816793634199405,23.592765664408958,0.7120070334086913,0.11868441290330703,6,4.62059246950246,0.002571958018980028,0.055069197511519646,1.0,True,
14,16,7.29101265002769,49.43618382074057,0.5918615984405458,0.12229328437386515,6,7.149509813179227,0.014273957859025563,0.25325650727957555,1.0,True,
14,17,5.915950814087913,0.8461207481731609,0.6694009445687298,0.12443900216431925,6,5.1577414296960065,0.0178952010004604,0.10920228290609924,1.0,True,
15,16,3.579287497246505,25.843418156331627,0.702887537993921,0.11495230769293859,6,3.5402899763525375,0.013545291843396808,0.03346625178333291,1.0,True,
15,17,2.2400625117908257,24.438886412582114,0.7429531936901991,0.11679524427533863,6,3.5266643942801554,0.009894110027911674,0.07786907370565768,1.0,True,
15,18,4.6956742726068,3.452521908779405,0.7209645010046886,0.11716134583909138,6,4.125231895423439,0.01165472931184747,0.13683586564190106,1.0,True,
16,17,2.956793995513645,50.28230456891372,0.618922305764411,0.11254196340940027,6,4.068632188828398,0.031047860213503222,0.10375098145236057,1.0,True,
16,18,3.369822545690391,22.390896247552213,0.6890156918687589,0.11084024896736888,6,4.421167108842175,0.01556225520373068,0.02495881796885156,1.0,True,
16,19,2.313038703742191,30.035090485266096,0.8685060899826,0.10135543575024479,6,2.9200722330018793,0.0029522513838272538,0.02753369989558306,1.0,True,
17,18,2.517968959880004,27.89140832136152,0.7697708305735859,0.10648049893472189,6,3.792822356453168,0.010582276181446961,0.03959905194910384,1.0,True,
17,19,3.518310045065406,80.31739505417983,0.6293759512937596,0.10954497717502036,6,3.648306929393189,0.012240937390578075,0.06030618467886912,1.0,True,
17,20,3.4199679241812992,152.98392843416642,0.6014520938674964,0.12300562605352787,6,4.719447385686111,0.03231013197809958,0.12856862709639913,0.0,False,multistart_instability
18,19,2.0416624616211574,52.42598673281832,0.6827314510833881,0.10834806615100022,6,3.5073857685652805,0.012418496053909043,0.11905018881087433,1.0,True,
18,20,5.836864764777489,125.0925201128049,0.5756313809779688,0.1265759478434111,6,5.389095141151799,0.012917057356044254,0.2404237301134517,0.0,False,multistart_instability
18,21,10.84206419743439,175.70238585457497,0.2352252017703723,0.15182541744787395,6,9.65894418804011,0.2039286327273425,0.13690658217533308,0.0,False,heldout_inlier_ratio;forward_reverse_translation;multistart_instability
19,20,6.120105723142265,72.6665333799865,0.6234734541714874,0.1277530580405749,6,5.958603794025071,0.009237066767190974,0.22540488888103255,1.0,True,
19,21,11.201089261967727,123.27639912174082,0.3788200074840963,0.1468780339612994,6,10.170069582593085,4.607025297377655,2.696881779819613,1.0,False,forward_reverse_translation;forward_reverse_rotation
19,22,13.962230939038237,128.85294276465584,0.17798277982779828,0.15985830060250797,6,11.806596815871064,2.332292389085354,2.4044448240559984,0.0,False,heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation;multistart_instability
20,21,5.091648376409225,50.60986574175432,0.6596992097884272,0.12147955429086157,6,4.082032735955382,0.014725537493639118,0.19884224722867958,1.0,True,
20,22,7.842914217245693,56.186409384669375,0.5739414499308958,0.13255415786946775,6,5.3284863413522086,0.006040617548523686,0.19706632354686843,1.0,True,
20,23,4.953146569484805,70.79178325235414,0.6456945156330087,0.12075756038041646,6,3.9642702950866346,0.02294901101348451,0.19112109479244785,1.0,True,
21,22,2.836151129858731,5.576543642915048,0.7716237647919971,0.1163227135854156,6,2.7962015303291894,0.009963578798274064,0.1533289219532281,1.0,True,
21,23,1.4635995041292513,20.181917510599828,0.8576224819696593,0.09865676260631218,6,3.036795069384516,0.00392257332509571,0.00898487649366286,1.0,True,
21,24,2.7001854883863183,54.59467208208592,0.7715940569126165,0.11361504553552869,6,2.7681582493333527,0.007475673605592584,0.04227769001294981,1.0,True,
22,23,3.806551883906871,14.605373867684776,0.7396689147762109,0.11702962848624102,6,3.414804725088913,0.018140159434305195,0.1184732181610567,1.0,True,
22,24,4.999470711928798,49.01812843917085,0.6983240223463687,0.11898873157361631,6,3.633465593686572,1.9214516862996405,12.118772315210817,1.0,False,forward_reverse_translation;forward_reverse_rotation
22,25,2.281002791409386,12.391903814042275,0.736861094407697,0.1158639471011007,6,2.383007054117406,0.01855955252477569,0.06452602797902846,1.0,True,
23,24,1.2663665558774873,34.41275457148608,0.7853164556962026,0.11287254423109305,6,2.4099218288471635,0.002195759849349955,0.03211295915781923,1.0,True,
23,25,5.050865141821003,2.213470053642503,0.6881127450980392,0.12303206700403985,6,2.936372721803798,0.004939188019097873,0.12964064637099942,1.0,True,
23,26,5.595299803053147,40.730927532824325,0.6852618757612667,0.12040544972155913,6,3.059006509397719,0.006032445250251169,0.14039335223022864,1.0,True,
24,25,6.316196707646632,36.626224625128586,0.677667493796526,0.1234631580581415,6,3.6286524357748364,0.023479226891170584,0.16273859629355136,1.0,True,
24,26,6.840027061556236,6.318172961338242,0.6530209617755857,0.12710147612984235,6,3.5331859775372023,0.013311199903813952,0.18193579850150715,1.0,True,
24,27,7.477875812552711,31.60254826458195,0.6649014778325123,0.12481159614427853,6,4.10006355979974,0.01787282120544869,0.1680556511623414,1.0,True,
25,26,1.433673687807028,42.944397586466835,0.9127837514934289,0.09581429165893823,6,2.9017658682436958,0.0035341488401767693,0.018440169300164816,1.0,True,
25,27,1.973107678535245,68.22877288971054,0.8510739856801909,0.10418150333394123,6,2.3682534170899983,0.006103232696003387,0.13366555345654282,1.0,True,
25,28,2.578633669986193,88.09106909546726,0.8853518429870751,0.10761251229651997,6,2.6372860976794636,0.0034832316659127254,0.03697744201993421,1.0,True,
26,27,0.6711664435459649,25.284375303243706,0.9183867141162515,0.09074909570650827,6,2.8142315359282533,0.00040199505815399084,0.011554314408123986,1.0,True,
26,28,1.202247282991071,45.146671509000434,0.8853200095170116,0.1060418493965508,6,2.65640202778952,0.007320240476184076,0.12930335868606002,1.0,True,
26,29,0.8313560685788559,87.41573662125148,0.7880466815984911,0.10871274240898261,6,3.111957466886598,0.006395243061058376,0.039517035902872893,1.0,True,
27,28,0.6147316450225401,19.862296205756735,0.9289448669201521,0.08505095515326752,6,2.9632528684698194,0.005157655135593023,0.02266680787731125,1.0,True,
27,29,0.7540837235696874,62.13136131800778,0.7872365477452019,0.1045551346483567,6,2.9621627623005304,0.011650639607012715,0.16247191340775555,1.0,True,
27,30,5.07252652550922,152.0939255621477,0.03871268656716418,0.16956979514477974,6,145.85449900829832,4.5477385995336626,37.97511303619642,0.0,False,heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
28,29,1.3242039147826599,42.26906511225104,0.8000944621560987,0.10865475473581254,6,3.146622410005858,0.001139416496730335,0.02119627748722763,1.0,True,
28,30,5.091487440029177,132.23162935639098,0.7721000935453695,0.10815845248211022,6,2.292141242686861,0.004462522533166182,0.03583195432667579,1.0,True,
28,31,6.538757407908195,158.84212980112872,0.7465330381074466,0.10669666534392452,6,2.40259836682247,0.0063576490595817345,0.04001661521442668,1.0,True,
29,30,4.767831371266539,89.96256424413991,0.7248812145092132,0.10870831469083345,6,2.947122380473709,0.004656385377159087,0.12465763189228557,0.0,False,multistart_instability
29,31,5.715598450796842,116.57306468887764,0.7243012243012243,0.11138751941762652,6,2.7645021322697088,0.0042639063218924715,0.04663739608639213,0.0,False,multistart_instability
29,32,5.281749147864957,159.39493219688646,0.32491640724086246,0.14745892800230104,6,2.8081088899077167,4.8118414680497805,1.8382424276135385,1.0,False,heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation
30,31,2.604154101624297,26.610500444737717,0.8185562292643862,0.09615795732951272,6,2.899558208444641,0.0049991634555749285,0.021384795873435915,1.0,True,
30,32,1.69105635082049,69.43236795274656,0.8041343079031521,0.09953343153684206,6,2.614616874224757,0.0031713764951448154,0.023767377748422268,1.0,True,
30,33,3.2411277385703925,160.7145717128097,0.05469213429825602,0.15997514255683,6,6.323554164510002,5.32763716297551,13.705863888332022,0.0,False,heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation;multistart_instability
31,32,0.9137201114724802,42.82186750800884,0.8157085941946499,0.09925944770258255,6,3.048541140076824,0.004719596234885736,0.06146741991683861,1.0,True,
31,33,1.4965271484681508,134.10407126807198,0.760345235280208,0.09698073659477859,6,2.550150787416455,0.0019366659831763946,0.026538404789073603,1.0,True,
32,33,1.9169426499676907,91.28220376006315,0.7569928006609229,0.10008740880870787,6,3.6611044282667184,2.9881933505092046,2.6964434945984053,0.0,False,forward_reverse_translation;forward_reverse_rotation;multistart_instability
1 i j rtk_translation_m rtk_rotation_deg heldout_inlier_ratio heldout_inlier_rmse_m hessian_rank hessian_condition reverse_translation_m reverse_rotation_deg multistart_success_rate accepted rejection_reasons
2 0 1 1.6721594124489447 24.171297449440814 0.8061657032755298 0.10961296014103396 6 2.7038608113687213 0.004225163540003575 0.1530449067720668 1.0 True
3 0 2 2.0412175279332088 80.09074797031303 0.7489394523717702 0.116305716193008 6 3.0720058333957327 0.02073003109723684 0.12418344306819311 1.0 True
4 0 3 6.30529961936688 79.9158388329924 0.6310283235519265 0.12470979645173097 6 5.235632990817998 0.02154775870989652 0.25399044979598373 1.0 True
5 1 2 1.2843386040405174 55.9194505208722 0.7867383512544803 0.11079021393934946 6 3.282529873989144 0.00768232673944143 0.0508043300468843 1.0 True
6 1 3 5.433888607887495 55.744541383551606 0.6794562317367552 0.11907169138096609 6 4.183386002322132 0.024832409186708038 0.29364088503444125 1.0 True
7 1 4 1.5299424710613851 106.08652205569952 0.6786112833230006 0.1125501582315264 6 3.2941312581877567 0.0077657602443488094 0.07274574571529673 1.0 True
8 2 3 4.340252832276203 0.1749091373206093 0.7586776859504132 0.11541610277862546 6 3.730803369806122 0.007879904085790266 0.11659483159927261 1.0 True
9 2 4 0.2520257253555564 50.1670715348273 0.7854572527608884 0.1098649389241602 6 2.641287751481567 0.017042953274276868 0.09383247792992644 1.0 True
10 2 5 5.8286926576588955 8.735318060700322 0.7074574574574575 0.11912871456224486 6 3.8527093190832513 0.016640250279170064 0.24773491621516538 1.0 True
11 3 4 4.1070657333447205 50.34198067214791 0.6974624291697462 0.11727630888949149 6 3.5010457716923216 0.0121487212194689 0.20793086843827258 1.0 True
12 3 5 2.2886212019715484 8.910227198020936 0.7962985964476462 0.10646082199215787 6 3.037745853837991 0.011008298723512349 0.0821707761041294 1.0 True
13 3 6 2.618668779147775 47.63555775102663 0.8376509054325956 0.10956583416752531 6 3.1930663579156175 0.001222821038315667 0.092075215117626 1.0 True
14 4 5 5.5767898078953735 41.431753474126985 0.6652516676773802 0.12322094568315027 6 4.985227704290953 0.005399786589871835 0.13893507775898076 0.0 False multistart_instability
15 4 6 6.68811709459501 97.97753842317455 0.04910385465259023 0.15664415071522125 6 4.835889397197473 2.574198069897065 12.647326063758534 0.0 False heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation;multistart_instability
16 4 7 6.153247042777442 123.28910472998353 0.020756115641215715 0.16997351387143192 6 17.054474046975617 5.52282870653845 6.186988956437115 0.0 False heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
17 5 6 2.0562758992403367 56.545784949047565 0.7526921648718901 0.10924852668609375 6 3.289802074469562 0.012374747586500019 0.14461856068328793 1.0 True
18 5 7 0.5812996709001959 81.85735125585653 0.7833561729164071 0.11683079277948678 6 2.8807765869032624 0.013689874812447942 0.20006562776472953 1.0 True
19 5 8 2.6887856969568644 172.47951556359513 0.3979730564825114 0.13180114830799514 6 4.4867592164383865 2.902311115345869 2.1073169352638135 1.0 False forward_reverse_translation;forward_reverse_rotation
20 6 7 1.9723544820714844 25.311566306808967 0.8497729566094854 0.10415909908074775 6 3.3759361297847534 0.008986805974950147 0.13099479506412062 1.0 True
21 6 8 0.7288530799256238 115.93373061454484 0.7678928928928929 0.1116672507978127 6 3.260920573387359 0.010085391730567652 0.1175283699615622 1.0 True
22 6 9 7.898758206937296 103.90638727582184 0.6071384156199477 0.12594282886521943 6 6.882498483502542 2.7065494720876333 9.167174886516003 1.0 False forward_reverse_translation;forward_reverse_rotation
23 7 8 2.6747845281541447 90.62216430773587 0.8299748110831234 0.10748525688830211 6 3.0071179226782405 0.00710646197885058 0.1069872847368705 1.0 True
24 7 9 8.06955581661561 78.59482096901287 0.6188509200150206 0.12713205078393502 6 6.716979637303372 6.104542218165768 6.596313811797356 0.0 False forward_reverse_translation;forward_reverse_rotation;multistart_instability
25 7 10 8.088675434881791 134.6003195530505 0.04729478766868887 0.16509079956796627 6 8.903210909129099 5.698690438550839 24.43813017288333 0.0 False heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
26 8 9 7.73033999229505 12.027343338722995 0.6326834719980131 0.12084265385763364 6 5.53968988049318 2.4349995045990127 17.158034002952295 1.0 False forward_reverse_translation;forward_reverse_rotation
27 8 10 8.378411682322204 43.97815524531458 0.6163861933423412 0.1293602846396598 6 4.789005902863083 0.011327540721531722 0.17059480981566605 0.0 False multistart_instability
28 8 11 11.214115106391473 22.60670813095403 0.035782503501846426 0.17440177580299876 6 9.744579276034784 1.861364410474017 5.099464012971126 1.0 False heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation
29 9 10 1.9264207261313253 56.00549858403757 0.6543345543345543 0.10729272360686744 6 3.3788563349731624 1.6360232143180424 5.55466982065639 1.0 False forward_reverse_translation;forward_reverse_rotation
30 9 11 4.747620352849464 34.63405146967702 0.5818780055682106 0.1171768781510077 6 3.555986532172078 0.00981302583568424 0.06035460198954135 1.0 True
31 9 12 7.208566899019793 16.356227217122623 0.5379123584441162 0.12645695585785705 6 4.882558096197047 0.008862930161051686 0.11566409877698092 1.0 True
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@@ -1,889 +0,0 @@
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}
@@ -1,346 +0,0 @@
{
"schema_version": 1,
"success": true,
"convention": "T_RTK_lidar maps raw LiDAR points into the RTK navigation frame",
"equation": "A_RTK_ij X = X B_LiDAR_ij",
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"x_axis": "horizontal projection of the rawHeading baseline direction reported by the receiver",
"y_axis": "left",
"z_axis": "up",
"yaw_enu_deg": "90 - rawHeadingDeg"
},
"LiDAR": "raw LiDAR sensor frame"
},
"backend": "open3d_gicp",
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"body_heading_offset_used": false,
"body_antenna_lever_xy_used": false,
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}
@@ -1,156 +0,0 @@
i,j,rtk_translation_m,rtk_rotation_deg,heldout_inlier_ratio,heldout_inlier_rmse_m,hessian_rank,hessian_condition,reverse_translation_m,reverse_rotation_deg,multistart_success_rate,accepted,rejection_reasons
0,1,1.6721594124489447,24.171297449440814,0.8193962748876044,0.11049675306366954,6,14.013392649694936,0.026679665410762447,0.12399936190197167,1.0,True,
0,2,2.0412175279332088,80.09074797031303,0.7525388867463684,0.11492533799491883,6,14.962108606929117,0.0018464756299783867,0.03093241101186373,1.0,True,
0,3,6.30529961936688,79.9158388329924,0.628093901505486,0.12365050970311502,6,23.490589415548122,0.010524333328230958,0.23898233567764737,0.5,True,
0,4,2.238422471863255,130.25781950514033,0.693351593625498,0.11485738628517483,6,16.305124521706706,0.003627491377787396,0.0495829610363469,1.0,True,
0,5,7.5269579262553155,88.82606603101335,0.6015065913370998,0.12959859333012305,6,26.27293180169831,0.013710015050868782,0.26025123892797375,1.0,True,
1,2,1.2843386040405174,55.9194505208722,0.7981310803891449,0.11167434332282765,6,13.484382276710306,0.0507423684848027,0.517099810570953,1.0,False,forward_reverse_rotation
1,3,5.433888607887495,55.744541383551606,0.678820988438572,0.12109867185657658,6,27.478714016210855,0.008324315958294127,0.2568985217684905,1.0,True,
1,4,1.5299424710613851,106.08652205569952,0.6772473651580905,0.1115749218038809,6,13.250326799303036,3.109603769112268,6.665689673243039,1.0,False,forward_reverse_translation;forward_reverse_rotation
1,5,7.072560501394692,64.65476858157254,0.618779694923731,0.1278696355679149,6,21.376356908960656,0.012044684321696756,0.5185219918090542,1.0,False,forward_reverse_rotation
1,6,8.049825623399226,8.10898363252498,0.02911760982402836,0.16814699881028172,6,51.15739724954147,2.3526085660101135,12.54864815902537,0.0,False,backend_not_converged;heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
2,3,4.340252832276203,0.1749091373206093,0.7609663064208518,0.11583878636902087,6,13.299472485717942,0.007842434748069874,0.017111535671962216,1.0,True,
2,4,0.2520257253555564,50.1670715348273,0.796748976299789,0.1148434235904791,6,12.041666425070192,0.011210942709506708,0.11462542679279858,1.0,True,
2,5,5.8286926576588955,8.735318060700322,0.7112112112112112,0.12001318292058727,6,15.618628103418056,0.011299298862678088,0.02158353743310138,1.0,True,
2,6,6.928094074716812,47.810466888347236,0.058659571772456606,0.1689308471089219,6,22.346184538451386,2.376212271528816,4.191297741726165,0.0,False,heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
2,7,6.405228405426323,73.1220331951562,0.05777324320877439,0.16763553481687163,6,11.228331216247241,2.3764975144091216,1.7142235592052535,0.0,False,heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
3,4,4.1070657333447205,50.34198067214791,0.6957378664695738,0.11619002437046365,6,17.76967737811838,3.222808271854619,15.590678196925943,1.0,False,forward_reverse_translation;forward_reverse_rotation
3,5,2.2886212019715484,8.910227198020936,0.7989069680784996,0.10775905778143813,6,12.151555874812614,0.013532537604982006,0.06485728954506689,1.0,True,
3,6,2.618668779147775,47.63555775102663,0.8435613682092555,0.11222309863990189,6,13.914901775514537,0.00951276519885504,0.09743636874086448,1.0,True,
3,7,2.7963089245830335,72.9471240578356,0.8651898734177215,0.11184568072686091,6,12.975777248765162,0.010827690226297664,0.12520280777371842,1.0,True,
3,8,2.6983089912812726,163.5692883655715,0.825590155700653,0.1078798726707026,6,12.959410142765158,0.005608807919239624,0.021536601402144962,1.0,True,
4,5,5.5767898078953735,41.431753474126985,0.6652516676773802,0.12444359189600171,6,17.028714587649738,0.0031552835887398907,0.05824661275042354,1.0,True,
4,6,6.68811709459501,97.97753842317455,0.03891480481217775,0.16130442983218543,6,53.12725754116488,5.386834276571879,3.248443974085464,1.0,False,heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation
4,7,6.153247042777442,123.28910472998353,0.01717321472695824,0.16597934102353687,6,197.50040966862915,1.8946664283973234,13.38395621317346,0.0,False,heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
4,8,6.802787549686365,146.08873096228075,0.7129198332924737,0.11349036082807593,6,18.616925126379055,4.094017521116411,1.0439112418969816,1.0,False,forward_reverse_translation;forward_reverse_rotation
4,9,3.018117089902297,158.11607430100386,0.3323991714390155,0.13218238008205907,6,82.91588951856485,0.17404817666776692,0.7491904391974432,1.0,False,heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation
5,6,2.0562758992403367,56.545784949047565,0.7604901596732269,0.11101745020162715,6,16.790595774247244,0.01028831511886355,0.031120237309440944,1.0,True,
5,7,0.5812996709001959,81.85735125585653,0.8092687180764918,0.10777871969807898,6,15.203386410549202,0.010579733674272045,0.033334626234333836,1.0,True,
5,8,2.6887856969568644,172.47951556359513,0.40909652700531457,0.13021927164196687,6,88.03642906190348,2.282274682790372,1.1841285568948536,1.0,False,forward_reverse_translation;forward_reverse_rotation
5,9,7.501939677383991,160.45217222486954,0.3361179361179361,0.13367797847230906,6,83.15270070161475,5.255898884183195,7.177742907146106,0.5,False,heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation
5,10,7.507648391453363,143.54232919109307,0.5442391832766165,0.13173165083201846,6,26.337222871823244,4.175333583746659,14.054946454556381,1.0,False,forward_reverse_translation;forward_reverse_rotation
6,7,1.9723544820714844,25.311566306808967,0.8539354187689203,0.10462253085152279,6,12.50291076661203,0.0028433142784691904,0.028424505435071433,1.0,True,
6,8,0.7288530799256238,115.93373061454484,0.7757757757757757,0.11316400028465075,6,15.521747346102574,0.007224674181692249,0.10395594559619384,1.0,True,
6,9,7.898758206937296,103.90638727582184,0.6009202835468226,0.1259448851291812,6,28.795189977892598,4.270523553799638,1.1342776748452013,0.5,False,forward_reverse_translation;forward_reverse_rotation
6,10,8.382165572419371,159.91188585985944,0.048837495386886455,0.16976022756819517,6,33.03889916791793,8.842801960353667,9.008466157678757,0.0,False,heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
6,11,11.12084001821623,138.54043874549885,0.026144624410151765,0.1725705028585339,6,71.57462790292871,2.4153309235424008,10.273490365819672,0.0,False,heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
7,8,2.6747845281541447,90.62216430773587,0.8340050377833753,0.11132245152738934,6,16.17035077702852,0.004806949653405576,0.020340398656013788,1.0,True,
7,9,8.06955581661561,78.59482096901287,0.6160971335586432,0.12637042722943573,6,24.178664977065605,4.367245914434154,12.796681469446304,1.0,False,forward_reverse_translation;forward_reverse_rotation
7,10,8.088675434881791,134.6003195530505,0.04890429614956048,0.17569950505457485,6,17.12714594442953,9.4426170895353,17.952544168886714,0.0,False,backend_not_converged;heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
7,11,10.488793105910844,113.2288724386899,0.03723199383746309,0.16334679446297104,6,88.61274561425562,7.5280305092863244,55.909263646297305,0.0,False,heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
7,12,13.79542539595065,94.95104818613552,0.023342903507676944,0.1706723033660903,6,71.17833596146563,5.060797550499477,27.755426788516992,0.0,False,heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
8,9,7.73033999229505,12.027343338722995,0.6407549981373402,0.12189583104066957,6,28.06713348388492,2.3076573667891433,3.487290408239611,1.0,False,forward_reverse_translation;forward_reverse_rotation
8,10,8.378411682322204,43.97815524531458,0.6075420709986488,0.12933255488441212,6,20.429633989572718,4.865121579871581,2.927465091074779,1.0,False,forward_reverse_translation;forward_reverse_rotation
8,11,11.214115106391473,22.60670813095403,0.03922067999490641,0.16246238376196148,6,54.700772476792416,2.594876837596059,7.9735312612345846,0.0,False,heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
8,12,14.373410961212507,4.328883878399634,0.023529411764705882,0.1707990278738782,6,65.92814703722017,0.7170106443431138,1.1046762967347212,0.5,False,heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation
8,13,18.141079267476005,28.43334478424675,0.020491803278688523,0.1759614106055459,6,128.98300559552638,1.9608884223852157,1.569223825596656,0.0,False,backend_not_converged;heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
9,10,1.9264207261313253,56.00549858403757,0.6576312576312576,0.1069384415347781,6,15.95767235456931,1.6379095873833018,4.808769928108965,1.0,False,forward_reverse_translation;forward_reverse_rotation
9,11,4.747620352849464,34.63405146967702,0.5883320678309288,0.11815838246331258,6,21.526672921842795,2.059598786777497,11.82652375960602,1.0,False,forward_reverse_translation;forward_reverse_rotation
9,12,7.208566899019793,16.356227217122623,0.5413589364844904,0.12469816852190199,6,38.03547459177405,1.1412129496099401,4.794166723137469,1.0,False,forward_reverse_translation;forward_reverse_rotation
9,13,10.706998136562337,16.406001445523756,0.015145729922362225,0.16400783300033744,6,309.6688821904962,3.999785287368469,12.657822343539058,0.5,False,heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation
9,14,7.911071381405571,14.085282580602351,0.5416463116756228,0.12859551377809345,6,26.721469573230685,0.011377143482079926,0.04588334980819398,1.0,True,
10,11,3.0731501091601263,21.371447114360553,0.7131414267834794,0.12095106901516853,6,13.404202373771934,0.006897671932216771,0.18540056788520015,1.0,True,
10,12,6.011368280631378,39.649271366914945,0.6117876278616659,0.1250022412120491,6,19.806559061723252,0.006509808900810373,0.0674238161099294,1.0,True,
10,13,9.76425648692991,72.41150002956132,0.5244808055380743,0.1368926377190841,6,36.182352720806286,0.004651842966001154,0.17931102925270942,1.0,True,
10,14,6.554187411792988,41.92021600343522,0.5996858385693572,0.12955691635611982,6,17.916357473627126,0.009593578345611885,0.0575378323241282,1.0,True,
10,15,10.1706917218607,65.51298166784419,0.5048970366649924,0.13966622273060353,6,30.173625507677606,0.006074999657627903,0.048675594115713976,1.0,True,
11,12,3.3258193587172027,18.277824252554396,0.6508076728924785,0.12017753597340275,6,15.211760062254436,0.016302173123952872,0.05141023051579196,1.0,True,
11,13,7.195203402213438,51.04005291520078,0.5666710199817161,0.12966061077144855,6,26.1420797484443,0.010250004424021028,0.06307533415790957,1.0,True,
11,14,3.634158560526847,20.548768889074672,0.64271407110666,0.12109534664165013,6,14.045896850674039,0.0076106764286992265,0.053501024445426364,1.0,True,
11,15,7.446972831184529,44.14153455348363,0.570479416362689,0.12836105648415896,6,18.857231663145765,0.006898635427401595,0.028532809464236104,1.0,True,
11,16,10.651790397923806,69.98495270981525,0.47336531178995206,0.13436934972977357,6,42.57049752296035,0.03569532774909474,0.4066994385898772,1.0,True,
12,13,3.8697507070400543,32.762228662646386,0.7056733087955325,0.1168985924651875,6,14.509757354686162,0.0020816591736723326,0.08889045468170857,1.0,True,
12,14,0.9871080784265185,2.2709446365202766,0.8745432399512789,0.09766070609034913,6,11.857755748379178,0.0024736851957500175,0.01806957610594206,1.0,True,
12,15,4.171948395051693,25.86371030092923,0.7033426183844012,0.1210390118956012,6,11.859397045728281,0.02278023379659275,0.04927694758545221,1.0,True,
12,16,7.331699780686257,51.70712845726085,0.5820235756385069,0.1245813395619955,6,32.351864267271324,0.009898398498331785,0.03808519306435069,1.0,True,
12,17,6.344245780495681,1.4248238883471156,0.6542219994988725,0.12658997017247905,6,11.229930872030522,0.019742666743374927,0.07899239993213694,1.0,True,
13,14,3.7992314627329202,30.491284026126113,0.6984766461034874,0.11406275275916469,6,13.924716870947337,0.012533601308866885,0.10861598809330086,1.0,True,
13,15,0.9105848166450461,6.898518361717151,0.8794391298650243,0.0990320912382964,6,10.514819201987361,0.006638809913640662,0.04266354358349535,1.0,True,
13,16,3.4957081323467,18.94489979461447,0.7273073505141552,0.10958532316684444,6,19.405056504086563,0.005441055528599314,0.12519365495729431,1.0,True,
13,17,2.9366461487378266,31.337404774299262,0.7130265716137395,0.11779895987026272,6,12.816390530620648,0.013263327701592529,0.16221305155705523,1.0,True,
13,18,5.248032013425982,3.445996452937746,0.7019876443728176,0.11940768524727288,6,25.985486690964827,0.008995185112868311,0.05198334816510605,1.0,True,
14,15,3.8816793634199405,23.592765664408958,0.7089927153981411,0.11692319124843933,6,10.742828632896593,0.09073157715426228,0.8466374858545868,0.5,False,forward_reverse_translation;forward_reverse_rotation
14,16,7.29101265002769,49.43618382074057,0.5923489278752436,0.12241125802320883,6,33.653658158107916,0.003104270324855819,0.13386021564092,1.0,True,
14,17,5.915950814087913,0.8461207481731609,0.6687795177728063,0.12452036369781098,6,8.953051466023156,0.011592867275090568,0.10132037554601482,1.0,True,
14,18,8.433581718971825,27.04528757318836,0.6196476790536196,0.12845389972151766,6,17.805501350543512,0.010071755472376367,0.13041952825792016,1.0,True,
14,19,9.056542482242314,79.47127430600666,0.5845660749506904,0.12584132662356765,6,30.335272352492893,0.016830803029543952,0.25747616717579747,1.0,True,
15,16,3.579287497246505,25.843418156331627,0.7032674772036475,0.1160221689285562,6,22.696890954829914,0.0009988867448377137,0.0903616813411077,1.0,True,
15,17,2.2400625117908257,24.438886412582114,0.7489009568140678,0.11923375870790395,6,6.944925131742929,0.02582458487951321,0.09503968088936432,1.0,True,
15,18,4.6956742726068,3.452521908779405,0.7165438713998661,0.1178392296206422,6,19.334165264362177,0.009354386824150452,0.1747840133793935,1.0,True,
15,19,5.176369821469625,55.87850864159772,0.6924358974358974,0.11506895717743917,6,20.417126084614868,0.012497900854286311,0.3255615001296683,1.0,True,
15,20,1.1877416357686716,128.54504202158432,0.6751867872591427,0.11901811643083532,6,27.381712286843683,2.670174543103617,1.9448445706434312,1.0,False,forward_reverse_translation;forward_reverse_rotation
16,17,2.956793995513645,50.28230456891372,0.6284461152882206,0.11136186275509914,6,25.18428705575399,0.015372505619716304,0.0751987172187524,1.0,True,
16,18,3.369822545690391,22.390896247552213,0.6921281286473868,0.10919235768364494,6,39.42922894015897,0.005355462743716019,0.036543030274398446,1.0,True,
16,19,2.313038703742191,30.035090485266096,0.8880188913745961,0.09683468613705355,6,11.709094307553842,0.006745004702224827,0.04851926363284082,1.0,True,
16,20,4.242518045976368,102.70162386525263,0.36698412698412697,0.13430062225326117,6,102.05441227788522,1.6194077849835204,3.5461435258834046,1.0,False,forward_reverse_translation;forward_reverse_rotation
16,21,9.189957911290794,153.31148960700713,0.23764328854924197,0.14863424676851908,6,75.99451631707726,0.01721606559516444,0.561012451825117,0.5,False,heldout_inlier_ratio;forward_reverse_rotation
17,18,2.517968959880004,27.89140832136152,0.7665916015366274,0.11462271017395576,6,9.759734204828526,0.003677259621955875,0.03455865038654393,1.0,True,
17,19,3.518310045065406,80.31739505417983,0.645738203957382,0.11467441399973677,6,29.935027493013713,0.002657916871055147,0.03996637099866608,1.0,True,
17,20,3.4199679241812992,152.98392843416642,0.2749902761571373,0.1378092692558536,6,36.98799912625142,0.9962499249666478,0.8583377913930432,0.5,False,heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation
17,21,8.339875108212771,156.4062058240796,0.4672368255565338,0.13751533768592306,6,32.19730139309397,3.7101311942981123,2.4525134629880094,0.0,False,forward_reverse_translation;forward_reverse_rotation;multistart_instability
17,22,10.944066586184825,150.8296621811644,0.4255952380952381,0.14178517078123323,6,38.71138397815585,1.8838258929727458,2.643696557684808,0.0,False,forward_reverse_translation;forward_reverse_rotation;multistart_instability
18,19,2.0416624616211574,52.42598673281832,0.6999343401181878,0.10876407223187459,6,36.91910298018587,0.0029722527816906435,0.028553700929610345,1.0,True,
18,20,5.836864764777489,125.0925201128049,0.5796614723267061,0.12778176089815013,6,32.46060078153021,0.08496447343578362,0.24110896992060832,0.5,False,forward_reverse_translation
18,21,10.84206419743439,175.70238585457497,0.23118979432439468,0.15492240575842026,6,95.57603256530417,0.3127879752995947,1.8359225701448998,1.0,False,heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation
18,22,13.461930516546937,178.72107050264088,0.20872354073123797,0.1539528469442395,6,158.96979855906298,5.509854679183967,5.400016950581102,1.0,False,heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation
18,23,10.787990019880349,164.1156966348418,0.3967277486910995,0.14073241205403234,6,67.81571155690442,0.037998014107336324,0.09667096210109852,1.0,True,
19,20,6.120105723142265,72.6665333799865,0.6260444787247719,0.1266849163783949,6,25.979821491778758,0.02278172414929769,0.1983479736758361,1.0,True,
19,21,11.201089261967727,123.27639912174082,0.22215292503430212,0.15090955425182226,6,96.8936157485445,2.289236102137041,0.9775110057344923,0.0,False,heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation;multistart_instability
19,22,13.962230939038237,128.85294276465584,0.1883148831488315,0.1538013519108862,6,137.2212791172918,1.512900854675742,1.7779489198947585,1.0,False,heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation
19,23,10.877481155608614,143.45831663234054,0.37768025078369905,0.1432975121556297,6,38.93505210462377,2.6484748594978824,0.9762972275431752,0.0,False,forward_reverse_translation;forward_reverse_rotation;multistart_instability
19,24,10.384369483528566,177.87107120381796,0.43504761904761907,0.1392444656116938,6,41.9366060613255,0.04258350776081601,0.7879276702809289,1.0,False,forward_reverse_rotation
20,21,5.091648376409225,50.60986574175432,0.6607188376242672,0.12214671257866083,6,14.082798146569486,0.014717307768564562,0.07480162341419787,1.0,True,
20,22,7.842914217245693,56.186409384669375,0.576328684508104,0.13245799460807808,6,16.034011252152304,0.021651469263481868,0.4612054468064915,1.0,True,
20,23,4.953146569484805,70.79178325235414,0.6451819579702717,0.1210226317867539,6,12.51146899612653,0.018249896901540018,0.12115759970964086,1.0,True,
20,24,4.806112840058592,105.20453782384023,0.7383177570093458,0.11441422046802803,6,12.152737785424252,0.009011280440944078,0.06430292826078875,1.0,True,
20,25,7.7432318481763245,68.57831319871164,0.6182822702159718,0.12791257682460658,6,29.104161441720713,0.01470353026057929,0.3205553574328468,1.0,True,
21,22,2.836151129858731,5.576543642915048,0.7740636818348177,0.11564789267022943,6,12.209471497858695,0.006518431057241462,0.06991931948827856,1.0,True,
21,23,1.4635995041292513,20.181917510599828,0.862223327530465,0.10307112004551743,6,11.124777032517395,0.002678668765812511,0.01879593375546071,1.0,True,
21,24,2.7001854883863183,54.59467208208592,0.7795265676152102,0.11182158240581809,6,15.934013426145448,0.003491995501354943,0.037425651095358885,1.0,True,
21,25,3.6513937480713023,17.968447456957325,0.7340892465252378,0.12002239056891176,6,16.572162980052227,0.03773466739435234,0.28781074838303833,1.0,True,
21,26,4.368847767445087,60.912845043424156,0.7147358216190014,0.11997311573294335,6,17.3723156532691,0.01216183417643751,0.10312122071404906,1.0,True,
22,23,3.806551883906871,14.605373867684776,0.7408951563458002,0.1172672510975272,6,12.610213323576234,0.009206244303296198,0.0960198600148152,1.0,True,
22,24,4.999470711928798,49.01812843917085,0.6936064556176288,0.11914624513148228,6,13.20338761495324,0.006090737153725476,0.02755713841749006,1.0,True,
22,25,2.281002791409386,12.391903814042275,0.7356584485868911,0.11474070552638106,6,16.673633938013026,0.001961709159757097,0.011643770804742994,1.0,True,
22,26,1.990287035474152,55.33630140050909,0.7422594142259414,0.11765221626900067,6,18.880420396501982,0.007814937371704422,0.03934255356487579,1.0,True,
22,27,2.5532406896142295,80.6206767037528,0.7254925373134329,0.11870181965154772,6,21.309389349405333,0.018241823604788293,0.08279236858581901,1.0,True,
23,24,1.2663665558774873,34.41275457148608,0.7884810126582279,0.10662565692629541,6,10.611199681165658,0.0018823381482244372,0.020239211377623904,1.0,True,
23,25,5.050865141821003,2.213470053642503,0.6843137254901961,0.1217109193489842,6,15.15080906413716,0.01463985673592735,0.20460048921133533,1.0,True,
23,26,5.595299803053147,40.730927532824325,0.6772228989037758,0.12237954766026346,6,16.382334072569808,0.04518647006837217,0.20367965681897174,1.0,True,
23,27,6.240759831138249,66.01530283606803,0.6637469586374696,0.12340951265232125,6,20.64383986204704,0.010626193556947943,1.1817079481882706,1.0,False,forward_reverse_rotation
23,28,6.598772106458927,85.87759904182478,0.6720351390922401,0.12122778564083768,6,19.206570679040215,0.043540468662592216,0.2605147805386839,0.5,True,
24,25,6.316196707646632,36.626224625128586,0.6764267990074442,0.12367636388755723,6,21.50176872604184,0.03581640576644142,0.20465043373191275,1.0,True,
24,26,6.840027061556236,6.318172961338242,0.6524044389642417,0.12740222503880924,6,21.75476709306229,0.0620474433075452,0.12014838295938772,1.0,True,
24,27,7.477875812552711,31.60254826458195,0.6546798029556651,0.12425657449629156,6,26.295019203914542,0.05403266260961897,0.2126374478532295,1.0,True,
24,28,7.81303641449596,51.464844470338676,0.6614377470355731,0.12010155595807544,6,20.985000954928537,0.04949067679791638,0.25138526875322614,0.5,True,
24,29,7.4949096209288655,93.73390958258972,0.047106325706594884,0.16491171897379944,6,28.651559198797667,0.8785910837751835,4.6775880176920355,0.0,False,heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
25,26,1.433673687807028,42.944397586466835,0.9137395459976105,0.08148335762110498,6,16.56285514245561,0.003236736725553251,0.006670817258604747,1.0,True,
25,27,1.973107678535245,68.22877288971054,0.8596658711217183,0.10961458820309757,6,22.188153380460914,0.010624789877375612,0.04475651255675051,1.0,True,
25,28,2.578633669986193,88.09106909546726,0.8839157491622786,0.10490699814192775,6,16.172179483480598,0.0028341913749953818,0.01585308444597317,1.0,True,
25,29,1.4869736566208207,130.3601342077183,0.7857227558401518,0.10954358768244278,6,20.132087187715292,0.0032477187428175502,0.016542353808297643,1.0,True,
25,30,5.843711828111692,139.6773015481418,0.05061061531235322,0.15827452276344428,6,186.52424080569762,2.4401001990983646,2.630476332375907,0.0,False,heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation;multistart_instability
26,27,0.6711664435459649,25.284375303243706,0.9188612099644128,0.07520973241900301,6,20.799051531446725,0.00099208733077853,0.005485007138530622,1.0,True,
26,28,1.202247282991071,45.146671509000434,0.9182726623840114,0.07611768518866213,6,21.995419584098137,0.004984978187528897,0.011735070988964648,1.0,True,
26,29,0.8313560685788559,87.41573662125148,0.7856890251090416,0.1085139306178217,6,24.280602674778585,0.002586732426994246,0.12205883610742861,1.0,True,
26,30,5.554376083336843,177.37830086539105,0.7634835395750642,0.10495724850674515,6,34.80647378548566,0.008489213184549637,0.021733210949119494,1.0,True,
26,31,6.5424104132673175,156.01119868987084,0.7374054682955207,0.10737521663044328,6,38.310555401782864,0.007807741115783734,0.04372865220115068,0.5,True,
27,28,0.6147316450225401,19.862296205756735,0.9281131178707225,0.07220941715117642,6,20.092791877654474,0.002300778353404822,0.001589714984734129,1.0,True,
27,29,0.7540837235696874,62.13136131800778,0.7871188037207112,0.10966659884725233,6,24.009650087098127,0.005134403698946511,0.024348440992038003,1.0,True,
27,30,5.07252652550922,152.0939255621477,0.7922108208955224,0.10147035321534549,6,32.52026042532519,0.007488026390185518,0.03860522829819172,1.0,True,
27,31,6.285022243874859,178.7044260068885,0.7592097617664149,0.10539218018667616,6,48.70669958381935,0.0020937297862771895,0.027401753528281184,1.0,True,
27,32,5.778763736289045,138.47370648510574,0.7480278422273782,0.10408734715846861,6,42.21510199826032,0.004407463145301957,0.03490543724835993,0.5,True,
28,29,1.3242039147826599,42.26906511225104,0.787814381863266,0.10901449493832827,6,25.9136254196751,0.01570175790237293,0.035696604981368125,1.0,True,
28,30,5.091487440029177,132.23162935639098,0.7791159962581852,0.1043856075500982,6,36.50167792578953,0.011701496185342901,0.047047156803733815,1.0,True,
28,31,6.538757407908195,158.84212980112872,0.7449015266285981,0.10668967013687278,6,48.04636971250768,0.02442137437725171,0.6810283060803413,1.0,False,forward_reverse_rotation
28,32,5.963604730984572,158.33600269086236,0.7252210330386226,0.11213192172123396,6,59.78207706090093,0.01795092616246746,0.05811390678775167,0.0,False,multistart_instability
28,33,5.80807626014008,67.05379893079936,0.6692465836255895,0.10871806386783625,6,54.67376255043743,0.132593515882677,0.6593919290562373,0.5,False,forward_reverse_translation;forward_reverse_rotation
29,30,4.767831371266539,89.96256424413991,0.7320662880982732,0.10929719051930432,6,30.745355096911858,0.005463604154020641,0.01858348348785812,1.0,True,
29,31,5.715598450796842,116.57306468887764,0.7254562254562255,0.11323336570178014,6,49.09678922599784,0.005077799585122041,0.07265894091769737,1.0,True,
29,32,5.281749147864957,159.39493219688646,0.33356393404819557,0.1449978595558761,6,111.7227195582132,0.3588603464467423,0.15715476414253352,1.0,False,heldout_inlier_ratio;forward_reverse_translation
29,33,4.779166013738703,109.3228640430504,0.2850467289719626,0.13990657628540273,6,178.4302458902832,0.39012209563155037,0.27153598748575447,0.0,False,backend_not_converged;heldout_inlier_ratio;forward_reverse_translation;multistart_instability
30,31,2.604154101624297,26.610500444737717,0.8286237272623269,0.09646596945131831,6,41.03513305025278,0.018905314487389895,0.08632503464138006,1.0,True,
30,32,1.69105635082049,69.43236795274656,0.8065326633165829,0.09815063400019147,6,35.25635856167186,0.007341509941520377,0.023973741904830165,1.0,True,
30,33,3.2411277385703925,160.7145717128097,0.09253766757622493,0.15464713396746754,6,31.157195533215592,1.0417523955000538,7.5233256615684665,1.0,False,backend_not_converged;heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation
31,32,0.9137201114724802,42.82186750800884,0.8146841206602162,0.09914628416022428,6,34.3317318149268,0.0693687705829607,0.45703051311645604,1.0,True,
31,33,1.4965271484681508,134.10407126807198,0.7551430598250177,0.1003246191461096,6,28.537349904719445,0.005559091155809675,0.033005318250111694,1.0,True,
32,33,1.9169426499676907,91.28220376006315,0.7585270860380031,0.0987597723287551,6,32.396623704761396,2.8694889670610495,5.798276157700327,0.0,False,forward_reverse_translation;forward_reverse_rotation;multistart_instability
1 i j rtk_translation_m rtk_rotation_deg heldout_inlier_ratio heldout_inlier_rmse_m hessian_rank hessian_condition reverse_translation_m reverse_rotation_deg multistart_success_rate accepted rejection_reasons
2 0 1 1.6721594124489447 24.171297449440814 0.8193962748876044 0.11049675306366954 6 14.013392649694936 0.026679665410762447 0.12399936190197167 1.0 True
3 0 2 2.0412175279332088 80.09074797031303 0.7525388867463684 0.11492533799491883 6 14.962108606929117 0.0018464756299783867 0.03093241101186373 1.0 True
4 0 3 6.30529961936688 79.9158388329924 0.628093901505486 0.12365050970311502 6 23.490589415548122 0.010524333328230958 0.23898233567764737 0.5 True
5 0 4 2.238422471863255 130.25781950514033 0.693351593625498 0.11485738628517483 6 16.305124521706706 0.003627491377787396 0.0495829610363469 1.0 True
6 0 5 7.5269579262553155 88.82606603101335 0.6015065913370998 0.12959859333012305 6 26.27293180169831 0.013710015050868782 0.26025123892797375 1.0 True
7 1 2 1.2843386040405174 55.9194505208722 0.7981310803891449 0.11167434332282765 6 13.484382276710306 0.0507423684848027 0.517099810570953 1.0 False forward_reverse_rotation
8 1 3 5.433888607887495 55.744541383551606 0.678820988438572 0.12109867185657658 6 27.478714016210855 0.008324315958294127 0.2568985217684905 1.0 True
9 1 4 1.5299424710613851 106.08652205569952 0.6772473651580905 0.1115749218038809 6 13.250326799303036 3.109603769112268 6.665689673243039 1.0 False forward_reverse_translation;forward_reverse_rotation
10 1 5 7.072560501394692 64.65476858157254 0.618779694923731 0.1278696355679149 6 21.376356908960656 0.012044684321696756 0.5185219918090542 1.0 False forward_reverse_rotation
11 1 6 8.049825623399226 8.10898363252498 0.02911760982402836 0.16814699881028172 6 51.15739724954147 2.3526085660101135 12.54864815902537 0.0 False backend_not_converged;heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
12 2 3 4.340252832276203 0.1749091373206093 0.7609663064208518 0.11583878636902087 6 13.299472485717942 0.007842434748069874 0.017111535671962216 1.0 True
13 2 4 0.2520257253555564 50.1670715348273 0.796748976299789 0.1148434235904791 6 12.041666425070192 0.011210942709506708 0.11462542679279858 1.0 True
14 2 5 5.8286926576588955 8.735318060700322 0.7112112112112112 0.12001318292058727 6 15.618628103418056 0.011299298862678088 0.02158353743310138 1.0 True
15 2 6 6.928094074716812 47.810466888347236 0.058659571772456606 0.1689308471089219 6 22.346184538451386 2.376212271528816 4.191297741726165 0.0 False heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
16 2 7 6.405228405426323 73.1220331951562 0.05777324320877439 0.16763553481687163 6 11.228331216247241 2.3764975144091216 1.7142235592052535 0.0 False heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
17 3 4 4.1070657333447205 50.34198067214791 0.6957378664695738 0.11619002437046365 6 17.76967737811838 3.222808271854619 15.590678196925943 1.0 False forward_reverse_translation;forward_reverse_rotation
18 3 5 2.2886212019715484 8.910227198020936 0.7989069680784996 0.10775905778143813 6 12.151555874812614 0.013532537604982006 0.06485728954506689 1.0 True
19 3 6 2.618668779147775 47.63555775102663 0.8435613682092555 0.11222309863990189 6 13.914901775514537 0.00951276519885504 0.09743636874086448 1.0 True
20 3 7 2.7963089245830335 72.9471240578356 0.8651898734177215 0.11184568072686091 6 12.975777248765162 0.010827690226297664 0.12520280777371842 1.0 True
21 3 8 2.6983089912812726 163.5692883655715 0.825590155700653 0.1078798726707026 6 12.959410142765158 0.005608807919239624 0.021536601402144962 1.0 True
22 4 5 5.5767898078953735 41.431753474126985 0.6652516676773802 0.12444359189600171 6 17.028714587649738 0.0031552835887398907 0.05824661275042354 1.0 True
23 4 6 6.68811709459501 97.97753842317455 0.03891480481217775 0.16130442983218543 6 53.12725754116488 5.386834276571879 3.248443974085464 1.0 False heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation
24 4 7 6.153247042777442 123.28910472998353 0.01717321472695824 0.16597934102353687 6 197.50040966862915 1.8946664283973234 13.38395621317346 0.0 False heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
25 4 8 6.802787549686365 146.08873096228075 0.7129198332924737 0.11349036082807593 6 18.616925126379055 4.094017521116411 1.0439112418969816 1.0 False forward_reverse_translation;forward_reverse_rotation
26 4 9 3.018117089902297 158.11607430100386 0.3323991714390155 0.13218238008205907 6 82.91588951856485 0.17404817666776692 0.7491904391974432 1.0 False heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation
27 5 6 2.0562758992403367 56.545784949047565 0.7604901596732269 0.11101745020162715 6 16.790595774247244 0.01028831511886355 0.031120237309440944 1.0 True
28 5 7 0.5812996709001959 81.85735125585653 0.8092687180764918 0.10777871969807898 6 15.203386410549202 0.010579733674272045 0.033334626234333836 1.0 True
29 5 8 2.6887856969568644 172.47951556359513 0.40909652700531457 0.13021927164196687 6 88.03642906190348 2.282274682790372 1.1841285568948536 1.0 False forward_reverse_translation;forward_reverse_rotation
30 5 9 7.501939677383991 160.45217222486954 0.3361179361179361 0.13367797847230906 6 83.15270070161475 5.255898884183195 7.177742907146106 0.5 False heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation
31 5 10 7.507648391453363 143.54232919109307 0.5442391832766165 0.13173165083201846 6 26.337222871823244 4.175333583746659 14.054946454556381 1.0 False forward_reverse_translation;forward_reverse_rotation
32 6 7 1.9723544820714844 25.311566306808967 0.8539354187689203 0.10462253085152279 6 12.50291076661203 0.0028433142784691904 0.028424505435071433 1.0 True
33 6 8 0.7288530799256238 115.93373061454484 0.7757757757757757 0.11316400028465075 6 15.521747346102574 0.007224674181692249 0.10395594559619384 1.0 True
34 6 9 7.898758206937296 103.90638727582184 0.6009202835468226 0.1259448851291812 6 28.795189977892598 4.270523553799638 1.1342776748452013 0.5 False forward_reverse_translation;forward_reverse_rotation
35 6 10 8.382165572419371 159.91188585985944 0.048837495386886455 0.16976022756819517 6 33.03889916791793 8.842801960353667 9.008466157678757 0.0 False heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
36 6 11 11.12084001821623 138.54043874549885 0.026144624410151765 0.1725705028585339 6 71.57462790292871 2.4153309235424008 10.273490365819672 0.0 False heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
37 7 8 2.6747845281541447 90.62216430773587 0.8340050377833753 0.11132245152738934 6 16.17035077702852 0.004806949653405576 0.020340398656013788 1.0 True
38 7 9 8.06955581661561 78.59482096901287 0.6160971335586432 0.12637042722943573 6 24.178664977065605 4.367245914434154 12.796681469446304 1.0 False forward_reverse_translation;forward_reverse_rotation
39 7 10 8.088675434881791 134.6003195530505 0.04890429614956048 0.17569950505457485 6 17.12714594442953 9.4426170895353 17.952544168886714 0.0 False backend_not_converged;heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
40 7 11 10.488793105910844 113.2288724386899 0.03723199383746309 0.16334679446297104 6 88.61274561425562 7.5280305092863244 55.909263646297305 0.0 False heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
41 7 12 13.79542539595065 94.95104818613552 0.023342903507676944 0.1706723033660903 6 71.17833596146563 5.060797550499477 27.755426788516992 0.0 False heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
42 8 9 7.73033999229505 12.027343338722995 0.6407549981373402 0.12189583104066957 6 28.06713348388492 2.3076573667891433 3.487290408239611 1.0 False forward_reverse_translation;forward_reverse_rotation
43 8 10 8.378411682322204 43.97815524531458 0.6075420709986488 0.12933255488441212 6 20.429633989572718 4.865121579871581 2.927465091074779 1.0 False forward_reverse_translation;forward_reverse_rotation
44 8 11 11.214115106391473 22.60670813095403 0.03922067999490641 0.16246238376196148 6 54.700772476792416 2.594876837596059 7.9735312612345846 0.0 False heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
45 8 12 14.373410961212507 4.328883878399634 0.023529411764705882 0.1707990278738782 6 65.92814703722017 0.7170106443431138 1.1046762967347212 0.5 False heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation
46 8 13 18.141079267476005 28.43334478424675 0.020491803278688523 0.1759614106055459 6 128.98300559552638 1.9608884223852157 1.569223825596656 0.0 False backend_not_converged;heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation;multistart_instability
47 9 10 1.9264207261313253 56.00549858403757 0.6576312576312576 0.1069384415347781 6 15.95767235456931 1.6379095873833018 4.808769928108965 1.0 False forward_reverse_translation;forward_reverse_rotation
48 9 11 4.747620352849464 34.63405146967702 0.5883320678309288 0.11815838246331258 6 21.526672921842795 2.059598786777497 11.82652375960602 1.0 False forward_reverse_translation;forward_reverse_rotation
49 9 12 7.208566899019793 16.356227217122623 0.5413589364844904 0.12469816852190199 6 38.03547459177405 1.1412129496099401 4.794166723137469 1.0 False forward_reverse_translation;forward_reverse_rotation
50 9 13 10.706998136562337 16.406001445523756 0.015145729922362225 0.16400783300033744 6 309.6688821904962 3.999785287368469 12.657822343539058 0.5 False heldout_inlier_ratio;heldout_inlier_rmse;forward_reverse_translation;forward_reverse_rotation
51 9 14 7.911071381405571 14.085282580602351 0.5416463116756228 0.12859551377809345 6 26.721469573230685 0.011377143482079926 0.04588334980819398 1.0 True
52 10 11 3.0731501091601263 21.371447114360553 0.7131414267834794 0.12095106901516853 6 13.404202373771934 0.006897671932216771 0.18540056788520015 1.0 True
53 10 12 6.011368280631378 39.649271366914945 0.6117876278616659 0.1250022412120491 6 19.806559061723252 0.006509808900810373 0.0674238161099294 1.0 True
54 10 13 9.76425648692991 72.41150002956132 0.5244808055380743 0.1368926377190841 6 36.182352720806286 0.004651842966001154 0.17931102925270942 1.0 True
55 10 14 6.554187411792988 41.92021600343522 0.5996858385693572 0.12955691635611982 6 17.916357473627126 0.009593578345611885 0.0575378323241282 1.0 True
56 10 15 10.1706917218607 65.51298166784419 0.5048970366649924 0.13966622273060353 6 30.173625507677606 0.006074999657627903 0.048675594115713976 1.0 True
57 11 12 3.3258193587172027 18.277824252554396 0.6508076728924785 0.12017753597340275 6 15.211760062254436 0.016302173123952872 0.05141023051579196 1.0 True
58 11 13 7.195203402213438 51.04005291520078 0.5666710199817161 0.12966061077144855 6 26.1420797484443 0.010250004424021028 0.06307533415790957 1.0 True
59 11 14 3.634158560526847 20.548768889074672 0.64271407110666 0.12109534664165013 6 14.045896850674039 0.0076106764286992265 0.053501024445426364 1.0 True
60 11 15 7.446972831184529 44.14153455348363 0.570479416362689 0.12836105648415896 6 18.857231663145765 0.006898635427401595 0.028532809464236104 1.0 True
61 11 16 10.651790397923806 69.98495270981525 0.47336531178995206 0.13436934972977357 6 42.57049752296035 0.03569532774909474 0.4066994385898772 1.0 True
62 12 13 3.8697507070400543 32.762228662646386 0.7056733087955325 0.1168985924651875 6 14.509757354686162 0.0020816591736723326 0.08889045468170857 1.0 True
63 12 14 0.9871080784265185 2.2709446365202766 0.8745432399512789 0.09766070609034913 6 11.857755748379178 0.0024736851957500175 0.01806957610594206 1.0 True
64 12 15 4.171948395051693 25.86371030092923 0.7033426183844012 0.1210390118956012 6 11.859397045728281 0.02278023379659275 0.04927694758545221 1.0 True
65 12 16 7.331699780686257 51.70712845726085 0.5820235756385069 0.1245813395619955 6 32.351864267271324 0.009898398498331785 0.03808519306435069 1.0 True
66 12 17 6.344245780495681 1.4248238883471156 0.6542219994988725 0.12658997017247905 6 11.229930872030522 0.019742666743374927 0.07899239993213694 1.0 True
67 13 14 3.7992314627329202 30.491284026126113 0.6984766461034874 0.11406275275916469 6 13.924716870947337 0.012533601308866885 0.10861598809330086 1.0 True
68 13 15 0.9105848166450461 6.898518361717151 0.8794391298650243 0.0990320912382964 6 10.514819201987361 0.006638809913640662 0.04266354358349535 1.0 True
69 13 16 3.4957081323467 18.94489979461447 0.7273073505141552 0.10958532316684444 6 19.405056504086563 0.005441055528599314 0.12519365495729431 1.0 True
70 13 17 2.9366461487378266 31.337404774299262 0.7130265716137395 0.11779895987026272 6 12.816390530620648 0.013263327701592529 0.16221305155705523 1.0 True
71 13 18 5.248032013425982 3.445996452937746 0.7019876443728176 0.11940768524727288 6 25.985486690964827 0.008995185112868311 0.05198334816510605 1.0 True
72 14 15 3.8816793634199405 23.592765664408958 0.7089927153981411 0.11692319124843933 6 10.742828632896593 0.09073157715426228 0.8466374858545868 0.5 False forward_reverse_translation;forward_reverse_rotation
73 14 16 7.29101265002769 49.43618382074057 0.5923489278752436 0.12241125802320883 6 33.653658158107916 0.003104270324855819 0.13386021564092 1.0 True
74 14 17 5.915950814087913 0.8461207481731609 0.6687795177728063 0.12452036369781098 6 8.953051466023156 0.011592867275090568 0.10132037554601482 1.0 True
75 14 18 8.433581718971825 27.04528757318836 0.6196476790536196 0.12845389972151766 6 17.805501350543512 0.010071755472376367 0.13041952825792016 1.0 True
76 14 19 9.056542482242314 79.47127430600666 0.5845660749506904 0.12584132662356765 6 30.335272352492893 0.016830803029543952 0.25747616717579747 1.0 True
77 15 16 3.579287497246505 25.843418156331627 0.7032674772036475 0.1160221689285562 6 22.696890954829914 0.0009988867448377137 0.0903616813411077 1.0 True
78 15 17 2.2400625117908257 24.438886412582114 0.7489009568140678 0.11923375870790395 6 6.944925131742929 0.02582458487951321 0.09503968088936432 1.0 True
79 15 18 4.6956742726068 3.452521908779405 0.7165438713998661 0.1178392296206422 6 19.334165264362177 0.009354386824150452 0.1747840133793935 1.0 True
80 15 19 5.176369821469625 55.87850864159772 0.6924358974358974 0.11506895717743917 6 20.417126084614868 0.012497900854286311 0.3255615001296683 1.0 True
81 15 20 1.1877416357686716 128.54504202158432 0.6751867872591427 0.11901811643083532 6 27.381712286843683 2.670174543103617 1.9448445706434312 1.0 False forward_reverse_translation;forward_reverse_rotation
82 16 17 2.956793995513645 50.28230456891372 0.6284461152882206 0.11136186275509914 6 25.18428705575399 0.015372505619716304 0.0751987172187524 1.0 True
83 16 18 3.369822545690391 22.390896247552213 0.6921281286473868 0.10919235768364494 6 39.42922894015897 0.005355462743716019 0.036543030274398446 1.0 True
84 16 19 2.313038703742191 30.035090485266096 0.8880188913745961 0.09683468613705355 6 11.709094307553842 0.006745004702224827 0.04851926363284082 1.0 True
85 16 20 4.242518045976368 102.70162386525263 0.36698412698412697 0.13430062225326117 6 102.05441227788522 1.6194077849835204 3.5461435258834046 1.0 False forward_reverse_translation;forward_reverse_rotation
86 16 21 9.189957911290794 153.31148960700713 0.23764328854924197 0.14863424676851908 6 75.99451631707726 0.01721606559516444 0.561012451825117 0.5 False heldout_inlier_ratio;forward_reverse_rotation
87 17 18 2.517968959880004 27.89140832136152 0.7665916015366274 0.11462271017395576 6 9.759734204828526 0.003677259621955875 0.03455865038654393 1.0 True
88 17 19 3.518310045065406 80.31739505417983 0.645738203957382 0.11467441399973677 6 29.935027493013713 0.002657916871055147 0.03996637099866608 1.0 True
89 17 20 3.4199679241812992 152.98392843416642 0.2749902761571373 0.1378092692558536 6 36.98799912625142 0.9962499249666478 0.8583377913930432 0.5 False heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation
90 17 21 8.339875108212771 156.4062058240796 0.4672368255565338 0.13751533768592306 6 32.19730139309397 3.7101311942981123 2.4525134629880094 0.0 False forward_reverse_translation;forward_reverse_rotation;multistart_instability
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92 18 19 2.0416624616211574 52.42598673281832 0.6999343401181878 0.10876407223187459 6 36.91910298018587 0.0029722527816906435 0.028553700929610345 1.0 True
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95 18 22 13.461930516546937 178.72107050264088 0.20872354073123797 0.1539528469442395 6 158.96979855906298 5.509854679183967 5.400016950581102 1.0 False heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation
96 18 23 10.787990019880349 164.1156966348418 0.3967277486910995 0.14073241205403234 6 67.81571155690442 0.037998014107336324 0.09667096210109852 1.0 True
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99 19 22 13.962230939038237 128.85294276465584 0.1883148831488315 0.1538013519108862 6 137.2212791172918 1.512900854675742 1.7779489198947585 1.0 False heldout_inlier_ratio;forward_reverse_translation;forward_reverse_rotation
100 19 23 10.877481155608614 143.45831663234054 0.37768025078369905 0.1432975121556297 6 38.93505210462377 2.6484748594978824 0.9762972275431752 0.0 False forward_reverse_translation;forward_reverse_rotation;multistart_instability
101 19 24 10.384369483528566 177.87107120381796 0.43504761904761907 0.1392444656116938 6 41.9366060613255 0.04258350776081601 0.7879276702809289 1.0 False forward_reverse_rotation
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108 21 23 1.4635995041292513 20.181917510599828 0.862223327530465 0.10307112004551743 6 11.124777032517395 0.002678668765812511 0.01879593375546071 1.0 True
109 21 24 2.7001854883863183 54.59467208208592 0.7795265676152102 0.11182158240581809 6 15.934013426145448 0.003491995501354943 0.037425651095358885 1.0 True
110 21 25 3.6513937480713023 17.968447456957325 0.7340892465252378 0.12002239056891176 6 16.572162980052227 0.03773466739435234 0.28781074838303833 1.0 True
111 21 26 4.368847767445087 60.912845043424156 0.7147358216190014 0.11997311573294335 6 17.3723156532691 0.01216183417643751 0.10312122071404906 1.0 True
112 22 23 3.806551883906871 14.605373867684776 0.7408951563458002 0.1172672510975272 6 12.610213323576234 0.009206244303296198 0.0960198600148152 1.0 True
113 22 24 4.999470711928798 49.01812843917085 0.6936064556176288 0.11914624513148228 6 13.20338761495324 0.006090737153725476 0.02755713841749006 1.0 True
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Binary file not shown.
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@@ -1,416 +0,0 @@
{
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"translation_m": 0.5307044931342686,
"rotation_deg": 1.3118186035265211
},
{
"pair_index": 43,
"translation_m": 0.0278193588287066,
"rotation_deg": 0.5463366974423033
},
{
"pair_index": 44,
"translation_m": 0.08083543060888142,
"rotation_deg": 1.597876847929754
},
{
"pair_index": 45,
"translation_m": 0.3628770836511988,
"rotation_deg": 0.7452934588576191
},
{
"pair_index": 46,
"translation_m": 0.40429181316256,
"rotation_deg": 1.3531101551442906
},
{
"pair_index": 47,
"translation_m": 0.3857777439966788,
"rotation_deg": 0.596976162782461
},
{
"pair_index": 48,
"translation_m": 0.18867103421064077,
"rotation_deg": 0.5750764247339077
},
{
"pair_index": 49,
"translation_m": 0.3781049775701853,
"rotation_deg": 1.067294104551723
},
{
"pair_index": 50,
"translation_m": 0.33164608192922734,
"rotation_deg": 0.4502803262827393
},
{
"pair_index": 51,
"translation_m": 0.39693080668345215,
"rotation_deg": 0.7722797079864339
},
{
"pair_index": 52,
"translation_m": 0.05933929949217937,
"rotation_deg": 0.9106743636918464
},
{
"pair_index": 53,
"translation_m": 0.09592936224298491,
"rotation_deg": 0.8770147335571411
},
{
"pair_index": 54,
"translation_m": 0.10907903367697035,
"rotation_deg": 0.527094410495204
}
]
},
"weighted_jacobian_condition_number": 5.739204995062189,
"linearized_one_sigma": {
"translation_m": [
0.006273860396200483,
0.006271739194739563,
0.005766938056265489
],
"rotation_deg": [
0.06648607826531162,
0.07036185324485841,
0.1461990497815168
],
"warning": "conditional local estimate; bootstrap is the primary stability check"
},
"bootstrap": {
"runs": 100,
"order": [
"x_m",
"y_m",
"z_m",
"roll_deg",
"pitch_deg",
"yaw_deg"
],
"std": [
0.002418391924231912,
0.0018782458573924745,
0.0024162629680468473,
0.09973116386354614,
0.0717005619911583,
0.09954619224880032
],
"p025": [
1.6323740665381714,
-0.24963297512571514,
0.08157494287763181,
-0.9175278935375253,
1.1732724086153574,
-22.44062221365902
],
"p975": [
1.6411098578257144,
-0.24215579438024784,
0.09016027720271011,
-0.5264292351234366,
1.4226725074325792,
-22.072092788653528
]
}
},
"z_constraint": {
"observable_from_planar_AX_XB": false,
"method": "LiDAR ground planes plus externally supplied RTK reference-point height above ground",
"rtk_reference_height_above_ground_m": 0.8535,
"warning": "z is conditional on the supplied RTK antenna height; it is not independently identified by planar Ackermann motion"
},
"important_limit": "AX residual and bootstrap quantify internal consistency, not independent centimetre-grade absolute certification"
}
-48
View File
@@ -1,48 +0,0 @@
{
"final": {
"translation_m": [
1.6381793500373911,
-0.24084479868828831,
0.08448123595331278
],
"rotation_rpy_deg_xyz": [
-0.8171674587248069,
1.323288118779805,
-22.104163317857477
],
"pairs": 25,
"translation_rms_m": 0.10020667268070801,
"rotation_rms_deg": 1.2527941187072538,
"condition_number": 7.739413195936781
},
"backend_difference": {
"translation_m": 0.003889255293759414,
"rotation_deg": 0.1884307130161592,
"delta_matrix_4x4": [
[
0.9999968771376496,
0.0024968749848742764,
-0.00010644368722136346,
0.0008526003522697501
],
[
-0.0024970968314049877,
0.9999945974960792,
-0.0021376356258303525,
-0.003658904827736509
],
[
0.00010110570323801577,
0.0021378947504826257,
0.9999977095892133,
0.0010058801324768218
],
[
0.0,
0.0,
0.0,
1.0
]
]
}
}
@@ -0,0 +1,337 @@
{
"schema_version": 1,
"success": true,
"convention": "T_RTK_lidar maps raw LiDAR points into the RTK navigation frame",
"equation": "A_RTK_ij X = X B_LiDAR_ij",
"frames": {
"RTK": {
"origin": "GGA positioning reference point; confirm ANT1/reference antenna in receiver configuration",
"x_axis": "vehicle forward after applying the configured G90 heading offset",
"y_axis": "left of the RTK X/baseline axis (not necessarily vehicle-left)",
"z_axis": "up",
"yaw_enu_deg": "90 - (rawHeadingDeg + -90)",
"frame_mode": "vehicle_forward_heading_offset"
},
"LiDAR": {
"description": "raw Helios sensor frame from points_raw polar decode",
"x_axis": "+X at azimuth 0° (forward when aviation connector faces vehicle rear)",
"y_axis": "+Y at azimuth +90° (left when +X is vehicle-forward)",
"z_axis": "up",
"origin_note": "optical/center per Helios manual; mounting height includes 63.5 mm base offset when deriving mechanical ΔZ"
}
},
"backend": "consensus",
"measured_lidar_extrinsic_used_as_initial": true,
"solver_initial_extrinsic": "D:\\First-dev-dept\\calibration-rtk-run\\run\\rtk_lidar_mechanical_initial.json",
"body_heading_offset_deg": -90.0,
"body_heading_offset_used": true,
"body_antenna_lever_xy_used": false,
"translation_m": [
0.21782224963960972,
-0.41134780227275347,
0.1065423366878719
],
"rotation_rpy_deg_xyz": [
0.06623859235262805,
0.8096624730962496,
-0.5513220563826681
],
"quaternion_xyzw": [
0.00061201333859398,
0.007062715262034178,
-0.004815137247499642,
0.9999632782988027
],
"coordinate_contract_audit": {
"status": "no_near_180_degree_axis_conflict",
"requires_physical_axis_confirmation": false,
"mechanical_initial_path": "D:\\First-dev-dept\\calibration-rtk-run\\run\\rtk_lidar_mechanical_initial.json",
"mechanical_self_consistency": {
"baseline_points": "vehicle_right",
"frame_mode": "vehicle_forward_heading_offset",
"heading_offset_deg": -90.0,
"consistent": true,
"issues": []
},
"solution_vs_declared_baseline_side": {
"baseline_points": "vehicle_right",
"solution_yaw_deg": -0.5513220563826681,
"expected_yaw_deg": 0.0,
"yaw_error_deg": 0.5513220563826735,
"xy_error_m": 0.007516661287052368,
"z_error_m": 0.0280423356878719,
"mixed_translation_rotation_inheritance": false,
"near_expected_pose": true
},
"solution_relative_to_mechanical_initial": {
"translation_m": 0.029032271487700816,
"rotation_deg": 0.9820426535863694,
"delta_matrix_4x4": [
[
0.9998538650128304,
0.009638565806830942,
0.014119017957784103,
0.006962889639609726
],
[
-0.009621275903042714,
0.9999528797859223,
-0.0012919976154994906,
0.002831671727246521
],
[
-0.014130805670674627,
0.0011559658421926345,
0.9998994869856016,
0.0280423356878719
],
[
0.0,
0.0,
0.0,
1.0
]
]
},
"note": "No automatic 180-degree correction was applied. Confirm static GNHPR left/right vs vehicle heading and Helios +X vs vehicle forward before deployment."
},
"matrix_4x4": [
[
0.9998538650128304,
0.009638565806830942,
0.014119017957784103,
0.21782224963960972
],
[
-0.009621275903042714,
0.9999528797859223,
-0.0012919976154994906,
-0.41134780227275347
],
[
-0.014130805670674627,
0.0011559658421926345,
0.9998994869856016,
0.1065423366878719
],
[
0.0,
0.0,
0.0,
1.0
]
],
"quality": {
"stations": 27,
"pairs": 20,
"residuals": {
"pairs": 20,
"translation_m": {
"rms": 0.07116027693011169,
"median": 0.048258124379040895,
"p90": 0.10707349630410129,
"p95": 0.12100345665884242,
"max": 0.1859157912711514
},
"rotation_deg": {
"rms": 0.9820870524210346,
"median": 0.6015253089423158,
"p90": 1.626986719630708,
"p95": 1.7485896823567941,
"max": 2.6898815510329674
},
"per_pair": [
{
"pair_index": 0,
"translation_m": 0.10590532722733068,
"rotation_deg": 0.5565962122599133
},
{
"pair_index": 1,
"translation_m": 0.11758701799503664,
"rotation_deg": 0.36543717366192036
},
{
"pair_index": 2,
"translation_m": 0.07568813061789224,
"rotation_deg": 1.6990480050580474
},
{
"pair_index": 3,
"translation_m": 0.07918615709103373,
"rotation_deg": 0.33723851079591255
},
{
"pair_index": 4,
"translation_m": 0.04618587731787657,
"rotation_deg": 0.21044665580544528
},
{
"pair_index": 5,
"translation_m": 0.1859157912711514,
"rotation_deg": 2.6898815510329674
},
{
"pair_index": 6,
"translation_m": 0.015032558607699278,
"rotation_deg": 0.2283712127949818
},
{
"pair_index": 7,
"translation_m": 0.013237326674396453,
"rotation_deg": 1.6189799101387812
},
{
"pair_index": 8,
"translation_m": 0.07003654121179845,
"rotation_deg": 0.6464544056247182
},
{
"pair_index": 9,
"translation_m": 0.093450766078183,
"rotation_deg": 0.6476769159531274
},
{
"pair_index": 10,
"translation_m": 0.015054656507824072,
"rotation_deg": 1.041955302231996
},
{
"pair_index": 11,
"translation_m": 0.02338150242985638,
"rotation_deg": 0.9212619385214977
},
{
"pair_index": 12,
"translation_m": 0.01577916809950981,
"rotation_deg": 0.5021648028537498
},
{
"pair_index": 13,
"translation_m": 0.05033037144020521,
"rotation_deg": 0.31352985458971655
},
{
"pair_index": 14,
"translation_m": 0.059761151158357104,
"rotation_deg": 0.8078349560587313
},
{
"pair_index": 15,
"translation_m": 0.04160156756834453,
"rotation_deg": 0.32936437427192145
},
{
"pair_index": 16,
"translation_m": 0.02424387832291359,
"rotation_deg": 0.430799739443549
},
{
"pair_index": 17,
"translation_m": 0.05938006964566194,
"rotation_deg": 0.3855347569405268
},
{
"pair_index": 18,
"translation_m": 0.003922740066294881,
"rotation_deg": 0.8803664894801937
},
{
"pair_index": 19,
"translation_m": 0.02258390614293418,
"rotation_deg": 0.9489255319885953
}
]
},
"weighted_jacobian_condition_number": 7.551077537197385,
"linearized_one_sigma": {
"translation_m": [
0.01109415838733884,
0.011043247019191056,
0.0049617743728656676
],
"rotation_deg": [
0.08809558088476348,
0.08691570892756702,
0.13552099560800782
],
"warning": "conditional local estimate; bootstrap is the primary stability check"
},
"bootstrap": {
"runs": 200,
"order": [
"x_m",
"y_m",
"z_m",
"roll_deg",
"pitch_deg",
"yaw_deg"
],
"std": [
0.006235825930578342,
0.004851737742140203,
0.0004474159829207979,
0.07186455153709871,
0.11762318545143821,
0.061763211598034336
],
"p025": [
0.20955504469154063,
-0.4174678620205485,
0.10568919463688603,
-0.06202286115194262,
0.5207464314096704,
-0.6639417037512721
],
"p975": [
0.23211472114546824,
-0.4001091835786546,
0.1074353326322909,
0.23746760471402314,
1.0462704287205609,
-0.43455346485967655
]
}
},
"z_constraint": {
"observable_from_planar_AX_XB": false,
"method": "LiDAR ground planes plus externally supplied RTK reference-point height above ground",
"rtk_reference_height_above_ground_m": 1.9165,
"warning": "z is conditional on the supplied RTK antenna height; it is not independently identified by planar Ackermann motion"
},
"important_limit": "AX residual and bootstrap quantify internal consistency, not independent centimetre-grade absolute certification",
"selection": {
"recommended": true,
"reason": "Uses only motion pairs accepted independently by both Open3D GICP and small_gicp",
"open3d_vs_small_gicp": {
"translation_m": 0.00312519750472982,
"rotation_deg": 0.11907006217018351,
"delta_matrix_4x4": [
[
0.9999996872332217,
-0.00030752729270551075,
-0.0007286703114418758,
0.000533303946557151
],
[
0.00030892706731572284,
0.9999981058814015,
0.0019216653392719056,
-0.002909732881513971
],
[
0.0007280779667146176,
-0.0019218898442212235,
0.9999978881187204,
0.001007919095162138
],
[
0.0,
0.0,
0.0,
1.0
]
]
}
}
}
+50
View File
@@ -0,0 +1,50 @@
{
"final": {
"translation_m": [
0.21782224963960972,
-0.41134780227275347,
0.1065423366878719
],
"rotation_rpy_deg_xyz": [
0.06623859235262805,
0.8096624730962496,
-0.5513220563826681
],
"pairs": 20,
"translation_rms_m": 0.07116027693011169,
"rotation_rms_deg": 0.9820870524210346,
"condition_number": 7.551077537197385,
"coordinate_contract_status": "no_near_180_degree_axis_conflict",
"recommended_for_deployment": true
},
"backend_difference": {
"translation_m": 0.00312519750472982,
"rotation_deg": 0.11907006217018351,
"delta_matrix_4x4": [
[
0.9999996872332217,
-0.00030752729270551075,
-0.0007286703114418758,
0.000533303946557151
],
[
0.00030892706731572284,
0.9999981058814015,
0.0019216653392719056,
-0.002909732881513971
],
[
0.0007280779667146176,
-0.0019218898442212235,
0.9999978881187204,
0.001007919095162138
],
[
0.0,
0.0,
0.0,
1.0
]
]
}
}
+5 -5
View File
@@ -110,8 +110,8 @@ powershell.exe -NoProfile -ExecutionPolicy Bypass -File "$Repo\run\run_full_pipe
```powershell
powershell.exe -NoProfile -ExecutionPolicy Bypass -File "$Repo\run\run_direct_rtk_lidar.ps1" `
-CombinedRoot "D:\data\rtk_lidar_run\combined" `
-WorkRoot "D:\data\rtk_lidar_run\prepared_baseline_h19165" `
-OutputRoot "D:\data\rtk_lidar_run\outputs_baseline_h19165" `
-WorkRoot "D:\data\rtk_lidar_run\prepared_vehicle_h19165" `
-OutputRoot "D:\data\rtk_lidar_run\outputs_vehicle_h19165" `
-RtkReferenceHeightAboveGroundM 1.9165 `
-HeadingOffsetDeg -90 `
-ExpectedStations 27 `
@@ -119,7 +119,7 @@ powershell.exe -NoProfile -ExecutionPolicy Bypass -File "$Repo\run\run_direct_rt
-GroundZMax -1.5
```
> 历史文档中的 **0.758 m / 34 站** 属于另一台车(data4),不要用于本车
> 不得复用其他车辆或历史采集的天线离地高度、站点数量与外参结果
---
@@ -141,8 +141,8 @@ $OutputRoot/
```powershell
$Repo = "D:\First-dev-dept\calibration-rtk-run"
$Out = "D:\data\rtk_lidar_run\outputs_baseline_h19165"
$Work = "D:\data\rtk_lidar_run\prepared_baseline_h19165"
$Out = "D:\data\rtk_lidar_run\outputs_vehicle_h19165"
$Work = "D:\data\rtk_lidar_run\prepared_vehicle_h19165"
powershell.exe -NoProfile -ExecutionPolicy Bypass -File "$Repo\run\view_result.ps1" `
-Frames "$Work\frames_all" `