Depth Prediction on KITTI improved ground truth 2015 (test)
0.07Abs RelCADepth-Net
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CADepth-NetTrain=Self-supervised mono + stereo (MS), Resolution=1024 x 320, Dataset=KITTI (K)2021.12 | 0.07 | 0.346 | 3.168 | 0.109 | 94.5 | 99.1 | 99.7 | |
| CADepth-NetTrain=Self-supervised mono (M), Resolution=1280 x 384, Dataset=KITTI (K)2021.12 | 0.076 | 0.374 | 3.28 | 0.115 | 93.7 | 99 | 99.7 | |
| CADepth-NetTrain=Self-supervised mono + stereo (MS), Resolution=640 x 192, Dataset=KITTI (K)2021.12 | 0.076 | 0.417 | 3.488 | 0.12 | 93.3 | 98.7 | 99.6 | |
| CADepth-NetTrain=Self-supervised mono (M), Resolution=640 x 192, Dataset=KITTI (K)2021.12 | 0.08 | 0.442 | 3.639 | 0.124 | 92.7 | 98.6 | 99.6 | |
| Monodepth2Train=Self-supervised mono + stereo (MS), Resolution=640 x 192, Dataset=KITTI (K)2021.12 | 0.08 | 0.466 | 3.681 | 0.127 | 92.6 | 98.5 | 99.5 | |
| Johnston et al.Train=Self-supervised mono (M), Resolution=640 x 192, Dataset=KITTI (K)2021.12 | 0.081 | 0.484 | 3.716 | 0.126 | 92.7 | 98.5 | 99.6 | |
| Monodepth2Train=Self-supervised mono (M), Resolution=640 x 192, Dataset=KITTI (K)2021.12 | 0.09 | 0.545 | 3.942 | 0.137 | 91.4 | 98.3 | 99.5 | |
| EPC++Train=Self-supervised mono (M), Resolution=640 x 192, Dataset=KITTI (K)2021.12 | 0.12 | 0.789 | 4.755 | 0.177 | 85.6 | 96.1 | 98.7 | |
| CCTrain=Self-supervised mono (M), Resolution=832 x 256, Dataset=KITTI (K)2021.12 | 0.123 | 0.881 | 4.834 | 0.181 | 86 | 95.9 | 98.5 | |
| EPC++Train=Self-supervised mono + stereo (MS), Resolution=640 x 192, Dataset=KITTI (K)2021.12 | 0.123 | 0.754 | 4.453 | 0.172 | 86.3 | 96.4 | 98.9 | |
| DDVOTrain=Self-supervised mono (M), Resolution=416 x 128, Dataset=Cityscapes + KITTI (CS+K)2021.12 | 0.126 | 0.866 | 4.932 | 0.185 | 85.1 | 95.8 | 98.6 | |
| Zhan FullNYUTrain=Auxiliary depth supervision + Mono + Stereo (D*MS), Resolution=608 x 160, Dataset=KITTI (K)2021.12 | 0.13 | 1.52 | 5.184 | 0.205 | 85.9 | 95.5 | 98.1 | |
| GeoNetTrain=Self-supervised mono (M), Resolution=416 x 128, Dataset=Cityscapes + KITTI (CS+K)2021.12 | 0.132 | 0.994 | 5.24 | 0.193 | 83.3 | 95.3 | 98.5 | |
| Vid2DepthTrain=Self-supervised mono (M), Resolution=416 x 128, Dataset=Cityscapes + KITTI (CS+K)2021.12 | 0.134 | 0.983 | 5.501 | 0.203 | 82.7 | 94.4 | 98.1 | |
| SfMLearnerTrain=Self-supervised mono (M), Resolution=416 x 128, Dataset=Cityscapes + KITTI (CS+K)2021.12 | 0.176 | 1.532 | 6.129 | 0.244 | 75.8 | 92.1 | 97.1 |