Depth Estimation on NYUD2-DIR (test)
0.895MAEHCA-d
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HCA-dApproach=Classification, LDS=true, ranksim=true2023.10 | 0.895 | 1.321 | 0.18 | 71.5 | 91.9 | 97.2 | |
| HCA-addApproach=Classification, LDS=true, ranksim=true2023.10 | 0.901 | 1.33 | 0.181 | 71.4 | 91.9 | 97.2 | |
| HCA-mulApproach=Classification, LDS=true, ranksim=true2023.10 | 0.902 | 1.332 | 0.181 | 71.4 | 91.8 | 97.2 | |
| CLSApproach=Classification, LDS=true, ranksim=true2023.10 | 0.904 | 1.335 | 0.182 | 71.5 | 91.6 | 97.2 | |
| HCA-dApproach=Classification, LDS=true2023.10 | 0.911 | 1.367 | 0.179 | 71.4 | 91.1 | 96.6 | |
| HCA-addApproach=Classification, LDS=true2023.10 | 0.919 | 1.375 | 0.18 | 71 | 91 | 96.5 | |
| HCA-mulApproach=Classification, LDS=true2023.10 | 0.92 | 1.377 | 0.18 | 71 | 91 | 96.5 | |
| Balanced MSEApproach=Regression2023.10 | 0.922 | 1.279 | 0.219 | 69.5 | 87.8 | 94.7 | |
| CLSApproach=Classification, LDS=true2023.10 | 0.924 | 1.383 | 0.181 | 71.1 | 90.9 | 96.5 | |
| RegressionApproach=Regression, LDS=true, ranksim=true2023.10 | 0.931 | 1.389 | 0.183 | 69.9 | 90.5 | 96.9 | |
| RegressionApproach=Regression, LDS=true2023.10 | 0.968 | 1.387 | 0.188 | 67.2 | 90.7 | 97.6 | |
| HCA-addApproach=Classification2023.10 | 0.987 | 1.47 | 0.18 | 68.6 | 90.9 | 96.1 | |
| HCA-dApproach=Classification2023.10 | 0.987 | 1.475 | 0.181 | 68.9 | 91.5 | 96.1 | |
| HCA-mulApproach=Classification2023.10 | 0.991 | 1.478 | 0.181 | 68.5 | 90.9 | 96 | |
| RegressionApproach=Regression2023.10 | 1.004 | 1.486 | 0.179 | 67.8 | 90.8 | 97.5 | |
| CLSApproach=Classification2023.10 | 1.011 | 1.512 | 0.184 | 67.8 | 90.6 | 95.8 |