Office-31
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Domain Adaptation | Office-31 unsupervised adaptation standard | Accuracy (A to W)98.5 | 162 | |
| Image Classification | Office-31 (test) | Avg Accuracy98.4 | 93 | |
| Image Classification | Office-31 Amazon domain (test) | Accuracy91.05 | 20 | |
| Open Set Domain Adaptation | Office-31 average of tasks | Accuracy (OS*)97.5 | 15 | |
| Unsupervised Domain Adaptation | Office-31 standard (test) | Accuracy (A->W)99.5 | 14 | |
| Classification | Office-31 (test) | Accuracy (cls)73.51 | 11 | |
| Image Classification | Office-31 ResNet-50 (full) | Accuracy (A->D)96 | 11 | |
| Open Set Multi-Target Domain Adaptation | Office-31 DSLR Source 10/21 | OS*92.3 | 10 | |
| Ownership Verification | Office-31 Amazon | Au80 | 7 | |
| Image Classification | OFFICE-31 (UL) | Accuracy (A/D)0.617 | 6 | |
| Visual Language Model IP Protection | Office-31 Webcam | Wua78.45 | 5 | |
| Visual Language Model IP Protection | Office-31 Dslr | Wua84.2 | 5 | |
| Visual Language Model IP Protection | Office-31 Amazon | Wua75.33 | 5 | |
| Image Classification | Office-31 (Rectified) | Accuracy (A->D)90.8 | 4 | |
| Semi-supervised Domain Adaptation | Office-31 | A->D Accuracy94.32 | 4 |
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