notesum.ai
Published at November 12Scaling Properties of Diffusion Models for Perceptual Tasks
cs.CV
cs.AI
Released Date: November 12, 2024
Authors: Rahul Ravishankar1, Zeeshan Patel1, Jathushan Rajasegaran1, Jitendra Malik1
Aff.: 1University of California, Berkeley

| Method | Hypersim | ETH3D | NYUv2 | ScanNet | DIODE | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| AbsRel | AbsRel | AbsRel | AbsRel | AbsRel | ||||||
| DiverseDepth | 22.8 | 69.4 | 11.7 | 87.5 | 10.9 | 88.2 | 37.6 | 63.1 | ||
| MiDaS | 18.4 | 75.2 | 11.1 | 88.5 | 12.1 | 84.6 | 33.2 | 71.5 | ||
| LeReS | 17.1 | 77.7 | 9.0 | 91.6 | 9.1 | 91.7 | 27.1 | 76.6 | ||
| Omnidata | 16.6 | 77.8 | 7.4 | 94.5 | 7.5 | 93.6 | 33.9 | 74.2 | ||
| HDN | 12.1 | 83.3 | 6.9 | 94.8 | 8.0 | 93.9 | 24.6 | 78.0 | ||
| DPT | 7.8 | 94.6 | 9.8 | 90.3 | 8.2 | 93.4 | 18.2 | 75.8 | ||
| Marigold | 13.5 | 87.5 | 6.5 | 96.0 | 5.5 | 96.4 | 6.4 | 95.1 | 30.8 | 77.3 |
| Ours | 13.6 | 87.6 | 4.8 | 97.8 | 6.8 | 95.0 | 7.7 | 93.7 | 31.0 | 77.2 |