MOVi
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Object-Centric Learning | MOVi-C | MBO^i49 | 29 | |
| Object-Centric Learning | MOVi-E | MBO^i40.1 | 22 | |
| Object Discovery | MOVI-C | mBOi49 | 18 | |
| Unsupervised Object Segmentation | MOVi-C | FG-ARI68.6 | 18 | |
| Object Segmentation | MOVi-E | FG-ARI80.8 | 13 | |
| Video Amodal Segmentation | MOVi-B | mIoU83.93 | 11 | |
| Unsupervised Object Segmentation | MOVi-E (test) | mBO43.38 | 11 | |
| Unsupervised Object Segmentation | MOVi-E | MBO^i40.1 | 8 | |
| Unsupervised Video Object Segmentation | MOVi-C 24 frames (val) | mIoU45.2 | 8 | |
| Object Discovery | MOVi-E v1 (test) | FG-ARI82.9 | 7 | |
| Downstream Property Prediction | MOVi-C | Position Error0.01 | 7 | |
| Object Discovery | MOVi-C (val) | fg-ARI67.6 | 7 | |
| Video Object-Centric Learning | MOVi-E | FG-ARI83.7 | 6 | |
| object dynamics prediction | MOVi-C (test) | FG-ARI70 | 6 | |
| Unsupervised Image Segmentation | MOVi-C individual frames | Image FG-ARI68.6 | 6 | |
| Downstream Property Prediction | MOVi-E (test) | Position Error1.85 | 6 | |
| Video Object-Centric Learning | MOVi-C | FG-ARI77.6 | 5 | |
| Video Object Segmentation | MOVi E | mBO-V35.6 | 5 | |
| Object Segmentation | MOVi-D | FG-ARI66.41 | 5 | |
| Interaction Realism | MOVi-Extended | Interaction Realism Score4.91 | 4 | |
| Object Discovery | MOVI-E | FG-ARI84.9 | 4 | |
| Video Generation | MOVi-Extended | MTEM22.17 | 3 | |
| Object dynamics prediction | MOVi-E | FG-ARI70.6 | 3 | |
| Trajectory-controlled video generation | MOVi-Extended | Interaction Realism (R)4.91 | 2 | |
| Object Discovery | MOVI-E 15 (test) | Metric- | 0 |
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