| Paper | Code | AbsRel | delta1 | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| DICEPTION: A Generalist Diffusion Model for Visual Perceptual Tasks | ✓ Link | 0.283 | DICEPTION Single (zero-shot) | 2025-02-24 | |
| MODUS: Decoder-Only Any-to-Any Modeling of Diverse Modalities | ✓ Link | 0.285 | 0.718 | Modus | 2026-07-28 |
| GeoWizard: Unleashing the Diffusion Priors for 3D Geometry Estimation from a Single Image | ✓ Link | 0.297 | 0.792 | GeoWizard (zero-shot) | 2024-03-18 |
| Fine-Tuning Image-Conditional Diffusion Models is Easier than You Think | ✓ Link | 0.302 | 0.779 | Marigold + E2E FT (zero-shot) | 2024-09-17 |
| Repurposing Diffusion-Based Image Generators for Monocular Depth Estimation | ✓ Link | 0.308 | 0.773 | Marigold (ensemble) | 2023-12-04 |
| DICEPTION: A Generalist Diffusion Model for Visual Perceptual Tasks | ✓ Link | 0.722 | DICEPTION (zero-shot) | 2025-02-24 |