| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Consistent4D | Spatio-Temporal Attention Chain + CPE | LPIPS0.0823 | 40 | 1d ago | |
| VBench | MoRe4D | Dynamic Degree100 | 13 | 5d ago | |
| Motion80 (Long) | L4GM | LPIPS0.1355 | 6 | 1d ago | |
| Motion80 Short | L4GM | LPIPS0.1296 | 6 | 1d ago | |
| Objaverse holdout (test) | Sculpt4D | Chamfer Distance0.1052 | 6 | 1mo ago | |
| 4D Generation Evaluation Set 100 samples 1.0 (test) | 4Real | Time (h)1.5 | 6 | 3mo ago | |
| Objaverse (test) | 4DM | CLIP-I0.931 | 6 | 3mo ago | |
| 4D Generation Sequences | Sculpt4D | LPIPS0.094 | 5 | 1mo ago | |
| Animate3D | Track4DGen | CLIP Orientation (img)94.28 | 5 | 3mo ago | |
| Sketchfab28 | Track4DGen | CLIP-O (img)0.8884 | 5 | 3mo ago | |
| Single Dynamic Object | STAG4D | Generation Time (min)1 | 5 | 3mo ago | |
| ObjaverseDy (test) | SS4D | LPIPS0.15 | 5 | 3mo ago | |
| DAVIS 2019 (test) | SS4D | Geometry Quality4.497 | 5 | 3mo ago | |
| Text-prompted 4D generation prompts | 4D-fy | CLIP Similarity0.354 | 5 | 3mo ago | |
| Sketchfab and GRM 20 objects (test) | Animate3D | Text Alignment Score4.388 | 3 | 3mo ago | |
| VBench I2V (test) | Animate3D | Subject Fidelity Score0.983 | 3 | 3mo ago |
