| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| 3D Object Classification | Objaverse-LVIS (test) | Top-1 Accuracy83.1 | 95 | |
| 3D Captioning | Objaverse (test) | S-BERT Score100 | 28 | |
| Object Recognition | Objaverse-LVIS | Top-1 Acc53.7 | 25 | |
| 3D Object Classification | Objaverse | Average Accuracy60.25 | 19 | |
| 3D Object Classification | Objaverse LVIS 10 (test) | Top-1 Acc50.7 | 19 | |
| 3D Classification | Objaverse LVIS | Top-1 Acc59.5 | 19 | |
| 3D-Text Retrieval | Objaverse-LVIS 1.0 (test) | CLIP Top-5 Retrieval85.6 | 15 | |
| 3D-Text Matching | Objaverse-LVIS 1.0 (test) | CLIP Matching Accuracy67.6 | 15 | |
| Novel view synthesis | Objaverse (test) | PSNR27.59 | 14 | |
| 4D Mesh Reconstruction | Objaverse (test) | CD0.0786 | 13 | |
| Text-to-3D Generation | Objaverse | CLIP Score30.56 | 12 | |
| Text-to-3D | Objaverse 1.0 (test) | CLIP Score81.6 | 11 | |
| Image-conditioned 3D Generation | Objaverse (test) | FID19.93 | 10 | |
| 3D Object Captioning | Objaverse | GPT-4 Performance Score57.06 | 10 | |
| Active object reconstruction | Objaverse views (test) | PSNR (Avg)27 | 9 | |
| 3D Reconstruction | Objaverse (test) | PSNR28.75 | 9 | |
| 3D Recognition | Objaverse (test) | Accuracy54.5 | 9 | |
| Active Reconstruction | Objaverse specular objects (test) | PSNR (Average)30.29 | 8 | |
| Generative 3D Object Classification | Objaverse | ASR (%)93.7 | 8 | |
| Object Classification | Objaverse LVIS 1.0 (evaluation) | Top-1 Acc46.7 | 8 | |
| 3D Appearance Personalization | Objaverse-XL 30 pairs benchmark | ArtFID23.45 | 8 | |
| 3D Question Answering | ObjaXL-LVIS 1K (test) | Accuracy27.6 | 8 | |
| 3D Object Point Captioning | Objaverse LVIS XL (1K test) | BLEU-132.2 | 8 | |
| 3D Material Refinement Preference | Objaverse | GPT Evaluation Score84.8 | 8 | |
| 3D-Image Retrieval | Objaverse LVIS | R@154.11 | 8 |