Monocular Depth Estimation on NYUv2 37
0.275RMSEAiT-P
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AiT-PBackbone=SwinV2-L, Prediction Strategy=parallel2023.01 | 0.275 | 95.4 | 99.4 | 99.9 | 0.076 | 0.033 | |
| AiT-PBackbone=SwinV2-L, Prediction Strategy=parallel, Token Configuration=w/o soft token2023.01 | 0.282 | 95.1 | 99.4 | 99.9 | 0.08 | 0.034 | |
| AiTBackbone=SwinV2-L, Prediction Strategy=auto-regressive2023.01 | 0.284 | 94.9 | 99.3 | 99.9 | 0.079 | 0.034 | |
| SwinV2-L2023.01 | 0.287 | 94.9 | 99.4 | 99.9 | 0.083 | 0.035 | |
| AiT-PBackbone=SwinV2-B, Prediction Strategy=parallel2023.01 | 0.301 | 94 | 99.2 | 99.8 | 0.085 | 0.036 | |
| SwinV2-B2023.01 | 0.303 | 93.8 | 99.2 | 99.8 | 0.086 | 0.037 | |
| AiTBackbone=SwinV2-B, Prediction Strategy=auto-regressive2023.01 | 0.305 | 93.4 | 99.1 | 99.8 | 0.087 | 0.037 | |
| BinsFormervariant=22023.01 | 0.33 | 92.5 | 98.9 | 99.7 | 0.094 | 0.04 | |
| NeWCRFs2023.01 | 0.334 | 92.2 | 99.2 | 99.8 | 0.095 | 0.041 | |
| BinsFormervariant=12023.01 | 0.339 | 92.1 | 98.9 | 99.8 | 0.096 | 0.041 | |
| P3Depth2023.01 | 0.356 | 89.8 | 98.1 | 99.6 | 0.104 | 0.043 | |
| DPT2023.01 | 0.357 | 90.4 | 98.8 | 99.8 | 0.11 | 0.045 | |
| LocalBins2023.01 | 0.357 | 90.7 | 98.7 | 99.8 | 0.099 | 0.042 | |
| AdaBins2023.01 | 0.364 | 90.3 | 98.4 | 99.7 | 0.103 | 0.044 | |
| Unified-IO XL2023.01 | 0.385 | — | — | — | — | — | |
| BTS2023.01 | 0.392 | 88.5 | 97.8 | 99.5 | 0.11 | 0.047 | |
| UVIM2023.01 | 0.467 | — | — | — | — | — | |
| DORN2023.01 | 0.509 | 82.8 | 96.5 | 99.2 | 0.115 | 0.051 |