Object
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Semantic Segmentation | Object | mIoU46.5 | 50 | |
| Object Unlearning | Object Church | ESD0 | 11 | |
| Open-Vocabulary Semantic Segmentation | Object | mIoU41 | 9 | |
| Image Translation | OBJECT Seen Objects v1 (test) | PSNR16.859 | 9 | |
| Image retrieval | OBJECT | Coverage37.5 | 8 | |
| image retrieval | OBJECT | AP (OBJECT)45.4 | 8 | |
| image retrieval | OBJECT | Hamming Loss5.2 | 8 | |
| Image Protection | Object (test) | DISTS0.155 | 7 | |
| Inverse Neural Rendering | Object50 (test) | Albedo PSNR22.09 | 5 | |
| Anomaly Segmentation | Object Defect Type Split | Fp12.07 | 5 | |
| Single-object editing (Removal) | OBJect unseen objects | PSNR28.44 | 3 | |
| Single-object editing (Removal) | OBJect (seen objects) | PSNR28.86 | 3 | |
| Single-object editing (Rotation) | OBJect (unseen objects) | PSNR18.39 | 3 | |
| Single-object editing (Rotation) | OBJect (seen objects) | PSNR18.52 | 3 | |
| Single-object editing (Translation) | OBJect (unseen objects) | PSNR20.13 | 3 | |
| Single-object editing (Translation) | OBJect (seen objects) | PSNR20.58 | 3 | |
| Image Removal | OBJECT Unseen Objects v1 (test) | PSNR24.661 | 3 | |
| Image Removal | OBJECT Seen Objects v1 (test) | PSNR24.98 | 3 | |
| Image Rotation | OBJECT dataset Unseen Objects v1 (test) | PSNR16.293 | 3 | |
| object recognition | Object | Accuracy22.3 | 2 | |
| Removal | OBJECT | Geometric Consistency (3DIT)86.6 | 1 | |
| Insertion | OBJECT | Geometric Consistency (3DIT)70 | 1 | |
| Rotation | OBJECT | Geometric Consistency (3DIT(Ours))80 | 1 | |
| Translation | OBJECT | Geometric Consistency (3DIT(Ours))73.3 | 1 |
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