Depth Estimation on NYUd
0.294RMSEAdaMerging+TAP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AdaMerging+TAPBase Model=DINOv2, Selection mechanism=TAP2026.04 | 0.294 | — | |
| TSVBase Model=DINOv22026.04 | 0.296 | — | |
| TIESBase Model=DINOv22026.04 | 0.298 | — | |
| AdaMergingHyperparameter Selection Strategy=TAP2026.04 | 0.3 | 97.1 | |
| DINOv2 (Pretrained)Status=Pretrained2026.04 | 0.303 | — | |
| TA+TAPBase Model=DINOv2, Selection mechanism=TAP2026.04 | 0.303 | — | |
| ConsensusBase Model=DINOv22026.04 | 0.309 | — | |
| STAR+TAPBase Model=DINOv2, Selection mechanism=TAP2026.04 | 0.31 | — | |
| STARHyperparameter Selection Strategy=TAP2026.04 | 0.312 | 96.2 | |
| TAHyperparameter Selection Strategy=TAP2026.04 | 0.315 | 95.6 | |
| TSVHyperparameter Selection Strategy=TAP2026.04 | 0.321 | 93.6 | |
| TIESHyperparameter Selection Strategy=TAP2026.04 | 0.324 | 93.4 | |
| ConsensusHyperparameter Selection Strategy=TAP2026.04 | 0.324 | 92.8 | |
| DUNE†Type=Distilled baseline2026.04 | 0.33 | — | |
| DUNEStatus=Pretrained (reproduction)2026.04 | 0.33 | 92.9 | |
| RADIOv2.5-gParams=1.1B2024.12 | 0.4318 | — | |
| RADIOv2.1-HParams=653M2024.12 | 0.4339 | — | |
| RADIOv2.5-HParams=653M2024.12 | 0.4353 | — | |
| UNITParams=1B2024.12 | 0.4527 | — | |
| UNITParams=632M2024.12 | 0.4538 | — | |
| RADIOv2.5-LParams=320M2024.12 | 0.4577 | — | |
| UNIC-LParams=307M2024.12 | 0.4916 | — | |
| RADIOv2.5-BParams=98M2024.12 | 0.498 | — | |
| UNIC-BParams=86M2024.12 | 0.6172 | — | |
| TheiaParams=86M2024.12 | 0.6377 | — |