RealEstate10K
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Novel View Synthesis | RealEstate10K | PSNR33.21 | 173 | |
| Camera Pose Estimation | RealEstate10K | AUC@3087.4 | 26 | |
| Novel View Synthesis | RealEstate10K Hard | PSNR24.18 | 20 | |
| Novel View Synthesis | RealEstate10K Easy | PSNR26.54 | 20 | |
| Few-view 3D Reconstruction | RealEstate10K (test) | PSNR32.2 | 20 | |
| Novel View Synthesis | RealEstate10K v1 (hold-out scenes) | PSNR30.72 | 16 | |
| Novel View Synthesis | RealEstate10K t=5 (test) | LPIPS0.038 | 16 | |
| Scene-level View Synthesis | RealEstate10k (val) | PSNR29.86 | 15 | |
| Multi-view pose regression | RealEstate10K | mAA(30)79.9 | 15 | |
| Novel View Synthesis | RealEstate10K Medium | PSNR19.5346 | 14 | |
| Novel View Synthesis | RealEstate10K (RE10K) t=10 (test) | LPIPS0.049 | 14 | |
| Novel View Synthesis | RealEstate10K 12 view | PSNR29.4 | 13 | |
| Single-view Novel View Synthesis | RealEstate10K Long-term, 200th frame 84 (test) | PSNR17.13 | 13 | |
| Single-view Novel View Synthesis | RealEstate10K Short-term, 50th frame 84 (test) | PSNR20.32 | 13 | |
| Video Generation | RealEstate10K (RE10K) (test) | PSNR24.732 | 13 | |
| Camera Pose Estimation | RealEstate10K (unseen) | AUC@3093.5 | 12 | |
| Novel View Synthesis | RealEstate10K 80 (test) | PSNR25.845 | 10 | |
| Relative Camera Pose Estimation | RealEstate10K (test) | AUC @ 5 deg69.1 | 10 | |
| 3D Camera-Controlled Video Synthesis | RealEstate10K (unseen camera trajectories) | TransErr0.358 | 9 | |
| View Synthesis | RealEstate10K (test) | LPIPS0.0706 | 9 | |
| Novel View Synthesis | RealEstate10K 6 views (test) | PSNR31.3 | 8 | |
| Stereo Video Synthesis | RealEstate10K (test) | FVD67.09 | 8 | |
| Novel View Synthesis | RealEstate10K (test) | FID5.144 | 8 | |
| Camera Pose Estimation | RealEstate10K mixed static | RRA@3099.99 | 7 | |
| 1-view-based novel view generation | RealEstate10K | PSNR21.57 | 7 |
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