OmniObject3D
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| 3D Shape Reconstruction | OmniObject3D | CD0.04 | 17 | |
| 3D Object Recognition | OmniObject3D | Accuracy (1024 pts)37.77 | 16 | |
| Novel View Synthesis | OmniObject3D | PSNR27.3 | 10 | |
| 3D-to-3D Retrieval | OmniObject3D (80% database 20% query) | mAP (I/I)49.84 | 10 | |
| 3D Classification | OmniObject3D SO(3) rotated (test) | Accuracy34.5 | 10 | |
| 3D Classification | OmniObject3D canonical (test) | Accuracy34.4 | 10 | |
| Text-to-3D Retrieval | OmniObject3D SO(3) (test) | RR@119.34 | 10 | |
| Text-to-3D Retrieval | OmniObject3D Canonical (test) | RR@119.02 | 10 | |
| Single-image 3D reconstruction | OmniObject3D 69 | PSNR20.24 | 9 | |
| 3D Generation | OmniObject3D | FID (50K)11.62 | 9 | |
| Volume Estimation | OmniObject3D (test) | MAE (mL)44.92 | 8 | |
| Single-view 3D Reconstruction | OmniObject3D | Chamfer Distance (CD)0.122 | 8 | |
| Volume Estimation | OmniObject3D | MAE (mL)70.49 | 7 | |
| 3D Reconstruction | OmniObject3D (1700 unseen samples) | CLIP Score0.674 | 7 | |
| Novel View Synthesis | OmniObject3D static orbit | PSNR22.754 | 7 | |
| 3D Reconstruction | OmniObject3D | PSNR29.32 | 7 | |
| 3D Object Reconstruction | OmniObject3D | Chamfer Distance (CD)0.09 | 7 | |
| 3D Orientation Estimation | OmniObject3D (out-of-distribution) | Acc @ 10°20.18 | 5 | |
| 3D Reconstruction (Geometric Accuracy) | OmniObject3D uniform views (test) | PSNR26.16 | 5 | |
| 3D Reconstruction (Visual Quality) | OmniObject3D uniform views (test) | PSNR23.05 | 5 | |
| Novel View Synthesis | OmniObject3D benchmark views standard | PSNR22.75 | 5 | |
| Novel View Synthesis | OmniObject3D dynamic orbits | PSNR19.794 | 5 | |
| Single-view mesh reconstruction | OmniObject3D (test) | F-Score0.931 | 5 | |
| 3D Fragment Reassembly | OmniObject3D | Point Accuracy (PA)95.22 | 4 | |
| Rotation Accuracy | OmniObject3D | Rot. Acc @15°75.1 | 2 |
Showing 25 of 26 rows