LiDAR-to-Camera Calibration on KITTI Odometry Left Camera Sequence 00
0.002Rotation Error (Aggregate) (°)Stage-1
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Stage-1Init=±1.5m/±20°, N=102026.05 | 0.002 | 1.14 | 0.1 | 0.04 | 0.01 | 1.12 | 0.07 | 0.22 | |
| OursInit=±1.5m/±20°, N=1002026.05 | 0.038 | 0.89 | 0.03 | 0.01 | 0.01 | 0.77 | 0.34 | 0.2 | |
| OursInit=±1.5m/±20°, N=102026.05 | 0.043 | 1.19 | 0.03 | 0.02 | 0.02 | 1.06 | 0.53 | 0.11 | |
| CMRNextInit=±1.5m/±20°2026.05 | 0.08 | 1.89 | 0.04 | 0.04 | 0.04 | 1.12 | 0.83 | 0.79 | |
| CMRNetInit=±1.5m/±20°2026.05 | 0.1 | 1.57 | 0.08 | 0.01 | 0.03 | 1.06 | 0.74 | 0.34 | |
| LCCNetInit=±1.5m/±20°2026.05 | 0.12 | 1.01 | 0.03 | 0.11 | 0.02 | 0.26 | 0.36 | 0.35 | |
| Stage-1Init=±1.5m/±20°, N=1002026.05 | 0.187 | 2.63 | 0.08 | 0.09 | 0.04 | 2.58 | 0.46 | 0.21 | |
| CalibDNNInitial Range=[±5°, ±0.5m]2026.01 | 0.585 | 0.059 | 0.201 | 0.493 | 0.106 | 0.042 | 0.015 | 0.027 | |
| CalibDNN (No RGB)Initial Range=[±5°, ±0.5m]2026.01 | 0.605 | 0.058 | 0.202 | 0.506 | 0.128 | 0.041 | 0.016 | 0.027 | |
| CalibDepth (No RGB)Initial Range=[±5°, ±0.5m]2026.01 | 0.63 | 0.052 | 0.255 | 0.501 | 0.133 | 0.024 | 0.018 | 0.036 | |
| CalibDepthInitial Range=[±5°, ±0.5m]2026.01 | 0.638 | 0.052 | 0.268 | 0.498 | 0.137 | 0.025 | 0.017 | 0.036 | |
| CalibNet (No RGB)Initial Range=[±5°, ±0.5m]2026.01 | 0.65 | 0.068 | 0.336 | 0.486 | 0.07 | 0.049 | 0.016 | 0.033 | |
| CalibNetInitial Range=[±5°, ±0.5m]2026.01 | 0.666 | 0.067 | 0.323 | 0.515 | 0.08 | 0.046 | 0.017 | 0.034 | |
| CalibDepthInitial Range=[±10°, ±1.0m]2026.01 | 0.996 | 0.075 | 0.332 | 0.848 | 0.141 | 0.046 | 0.023 | 0.038 | |
| CalibDepth (No RGB)Initial Range=[±10°, ±1.0m]2026.01 | 1.106 | 0.073 | 0.332 | 0.971 | 0.134 | 0.045 | 0.023 | 0.038 | |
| CalibNetInitial Range=[±10°, ±1.0m]2026.01 | 1.109 | 0.167 | 0.333 | 0.955 | 0.206 | 0.115 | 0.046 | 0.086 | |
| CalibDNN (No RGB)Initial Range=[±10°, ±1.0m]2026.01 | 1.169 | 0.096 | 0.405 | 0.994 | 0.171 | 0.07 | 0.024 | 0.045 | |
| CalibDNNInitial Range=[±10°, ±1.0m]2026.01 | 1.172 | 0.098 | 0.402 | 0.998 | 0.18 | 0.072 | 0.025 | 0.045 | |
| CalibNet (No RGB)Initial Range=[±10°, ±1.0m]2026.01 | 1.251 | 0.164 | 0.575 | 0.984 | 0.19 | 0.117 | 0.042 | 0.079 | |
| RGGNetInit=±0.3m/±20°2026.05 | 1.29 | 11.49 | 0.64 | 0.74 | 0.35 | 8.14 | 2.79 | 3.97 |