Depth Completion on KITTI depth completion (test)
0.6781RMSEDMD3C
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DMD3Csupervision=foundation model2026.01 | 0.6781 | 0.1945 | 1.82 | 0.85 | |
| GBPNtraining=scratch2026.01 | 0.6822 | 0.1921 | 1.78 | 0.82 | |
| BP-Net2026.01 | 0.6849 | 0.1947 | 1.82 | 0.84 | |
| ImprovingDC2026.01 | 0.6865 | 0.188 | 1.83 | 0.81 | |
| TPVD2026.01 | 0.694 | 0.1886 | 1.82 | 0.81 | |
| LRRU2026.01 | 0.6965 | 0.19 | 1.87 | 0.81 | |
| BEV@DC2026.01 | 0.6974 | 0.1894 | 1.83 | 0.82 | |
| OGNI-DC2026.01 | 0.7084 | 0.1932 | 1.86 | 0.83 | |
| CFormer2026.01 | 0.7089 | 0.2035 | 2.01 | 0.88 | |
| DySPN2026.01 | 0.7091 | 0.1927 | 1.88 | 0.82 | |
| GuideNet2026.01 | 0.7362 | 0.2188 | 2.25 | 0.99 | |
| NLSPN2026.01 | 0.7417 | 0.1996 | 1.99 | 0.84 | |
| ACMNet2026.01 | 0.7449 | 0.2061 | 2.08 | 0.9 | |
| DeepLiDAR2026.01 | 0.7584 | 0.2265 | 2.56 | 1.15 | |
| S2D2026.01 | 0.8147 | 0.25 | 2.8 | 1.21 | |
| SemAttNet2022.04 | 709.41 | 205.49 | 2.03 | 0.9 | |
| RigNet2022.04 | 713.44 | 204.55 | 2.16 | 0.92 | |
| PENet2022.04 | 730.08 | 210.55 | 2.17 | 0.94 | |
| FCFRNet2022.04 | 735.81 | 217.15 | 2.2 | 0.98 | |
| GuideNet2022.04 | 736.24 | 218.83 | 2.25 | 0.99 | |
| NLSPN2022.04 | 741.68 | 199.59 | 1.99 | 0.84 | |
| CSPN++2022.04 | 743.69 | 209.28 | 2.07 | 0.9 | |
| ACMNet2022.04 | 744.91 | 206.09 | 2.08 | 0.9 | |
| FuseNet2022.04 | 752.88 | 221.19 | 2.34 | 1.14 | |
| DLIDAR2022.04 | 758.38 | 226.5 | 2.56 | 1.15 | |
| DSPN2022.04 | 766.74 | 220.36 | 2.47 | 1.03 | |
| TWISE2022.04 | 840.2 | 195.58 | 2.08 | 0.82 |