Video Depth Estimation on ScanNet (AbsRel, delta_1)
6.2AbsRelFFN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FFNTest-Time Training (TTT)=true2026.06 | 6.2 | 96.5 | |
| VDAParadigm=ViT+D, Zero-shot=true, Long-video inference=true2026.03 | 7.3 | 97.2 | |
| DVDParadigm=Diff.+D, Zero-shot=true, Long-video inference=true2026.03 | 7.3 | 97.7 | |
| RollingDepthParadigm=Diff.+G, Zero-shot=true, Long-video inference=true2026.03 | 7.5 | 95.7 | |
| Online TTT-MAETest-Time Training (TTT)=true, Sliding window (s.w.)=true2026.06 | 7.6 | 94.9 | |
| Video Depth-AnythingZero-shot=true2026.06 | 8.7 | 93.3 | |
| DAv2-LParadigm=Diff.+D, Zero-shot=true, Long-video inference=true2026.03 | 9.5 | 94 | |
| DepthCrafterParadigm=Diff.+G, Zero-shot=true, Long-video inference=true2026.03 | 11.4 | 86.6 | |
| Marigold v1.1Paradigm=Diff.+G, Zero-shot=true, Long-video inference=true2026.03 | 12 | 87 | |
| DAv2-LZero-shot=true2026.06 | 15 | 76.8 | |
| DepthCrafterZero-shot=true2026.06 | 16.9 | 73 | |
| NVDS + DAv2-LZero-shot=true2026.06 | 19.4 | 65.8 | |
| ChronoDepthZero-shot=true2026.06 | 19.9 | 66.5 | |
| NVDSZero-shot=true2026.06 | 20.7 | 62.8 | |
| ChronoDepthParadigm=Diff.+G, Zero-shot=true, Long-video inference=true2026.03 | 21.2 | 71.5 |