Monocular Depth Estimation on SUN RGB-D v1 (test)
93.7Delta-1 AccDEPTH-DNN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DEPTH-DNNpre-trained dataset=NYUv2, fine-tuning=none2022.04 | 93.7 | 98.1 | 99.2 | 0.114 | 0.335 | 0.034 | |
| DARzero-shot=true, training_dataset=NYU Depth V22024.11 | 88.5 | 98.5 | 99.6 | 0.112 | 0.319 | 0.04 | |
| Depth Anythingzero-shot=true, training_dataset=NYU Depth V22024.11 | 86.4 | 98.1 | 99.5 | 0.119 | 0.346 | 0.043 | |
| VPDzero-shot=true, training_dataset=NYU Depth V22024.11 | 86.1 | 98 | 99.5 | 0.121 | 0.355 | 0.045 | |
| IEBinszero-shot=true, training_dataset=NYU Depth V22024.11 | 82.2 | 97.1 | 99.3 | 0.135 | 0.405 | 0.059 | |
| BinsFormerzero-shot=true, training_dataset=NYU Depth V22024.11 | 80.5 | 96.3 | 99 | 0.143 | 0.421 | 0.061 | |
| AdaBinsTraining Dataset=NYU-Depth-v2, Fine-tuning=false2020.11 | 77.1 | 94.4 | 98.3 | 0.159 | 0.476 | 0.068 | |
| AdaBinspre-trained dataset=NYUv2, fine-tuning=none2022.04 | 77.1 | 94.4 | 98.3 | 0.159 | 0.476 | 0.068 | |
| ChenTraining Dataset=NYU-Depth-v2, Fine-tuning=false2020.11 | 75.7 | 94.3 | 98.4 | 0.166 | 0.494 | 0.071 | |
| Chen et al.pre-trained dataset=NYUv2, fine-tuning=none2022.04 | 75.7 | 94.3 | 98.4 | 0.166 | 0.494 | 0.071 | |
| BTSTraining Dataset=NYU-Depth-v2, Fine-tuning=false2020.11 | 74 | 93.3 | 98 | 0.172 | 0.515 | 0.075 | |
| BTSpre-trained dataset=NYUv2, fine-tuning=none2022.04 | 74 | 93.3 | 98 | 0.172 | 0.515 | 0.075 | |
| YinTraining Dataset=NYU-Depth-v2, Fine-tuning=false2020.11 | 69.6 | 91.2 | 97.3 | 0.183 | 0.541 | 0.082 | |
| Yin et al.pre-trained dataset=NYUv2, fine-tuning=none2022.04 | 69.6 | 91.2 | 97.3 | 0.183 | 0.541 | 0.082 |