| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| View Synthesis | ABO (test) | PSNR33.13 | 18 | |
| 3D Object Captioning | ABO 6.4k objects | CLIPScore82.3 | 9 | |
| Part-aware 3D Reconstruction | ABO | CD0.092 | 5 | |
| classification | ABO | Top-1 Acc61.7 | 5 | |
| Part-Composed 3D Object Generation | ABO (randomly sampled 100 objects) | Self-IoU0.0139 | 4 | |
| Text-3D Retrieval | ABO | Top-1 Accuracy15.87 | 4 | |
| Image-3D Retrieval | ABO | Top-1 Accuracy66.15 | 4 | |
| 3D Reconstruction | ABO (test) | PSNR30.92 | 4 | |
| 3D Reconstruction | ABO | PSNR29.09 | 4 | |
| Single-view NeRF Generation | ABO Sofa 512x512 (test) | PSNR23.96 | 4 | |
| single-view NeRF generation | ABO Sofa (test) | PSNR26.73 | 4 | |
| single-view NeRF generation | ABO Chairs (test) | PSNR25.92 | 4 | |
| Geometry Captioning | ABO Fine-Grained Geometry Captions (test) | Win %88.21 | 4 | |
| Rotation Accuracy | ABO | Rotation Accuracy @15°64.4 | 2 | |
| Compression | ABO Sofas | PSNR33.87 | 2 | |
| Compression | ABO Chairs | PSNR35.43 | 2 | |
| Retrieval | ABO Sofa (train) | Top-1 Accuracy91.6 | 1 | |
| Retrieval | ABO Chairs (train) | Top-1 Accuracy98.72 | 1 |