Office
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Classification | Office-31 | Average Accuracy100 | 325 | |
| Domain Adaptation | Office-31 | Average Accuracy93.1 | 187 | |
| Domain Adaptation | OFFICE | Average Accuracy93.3 | 96 | |
| Unsupervised Domain Adaptation | Office-31 | A->W Accuracy99.5 | 83 | |
| Object Recognition | Office (standard) | Accuracy (A to W)95.7 | 55 | |
| Cross-domain image retrieval | Office-31 A → W | MAP65.78 | 52 | |
| Cross-domain image retrieval | Office-31 A → D | MAP68.85 | 52 | |
| Partial Domain Adaptation | Office-31 | Avg Accuracy97.8 | 52 | |
| Unsupervised Domain Adaptation Classification | Office-31 (test) | Accuracy (A->W)99.1 | 51 | |
| Closed-set Source-Free Domain Adaptation | Office-31 (target) | Average Accuracy93.3 | 41 | |
| Open-Partial-set Domain Adaptation | Office-31 OPDA | Accuracy (A->D)96.37 | 38 | |
| Sequential Recommendation | Office | NDCG@105.82 | 36 | |
| Unsupervised Domain Adaptation | Office-31 (full) | Average Accuracy91.8 | 36 | |
| Recommendation | Office | NDCG@50.2329 | 31 | |
| Domain Adaptation Classification | Office-31 (test) | A -> W Accuracy97 | 31 | |
| Relation-Conditioned Retrieval | Office | MRR33.38 | 30 | |
| Relation-Conditioned Retrieval | Office | Hit@549.64 | 30 | |
| Intellectual Property Protection | Office-31 | Wu-a86.43 | 28 | |
| Domain Adaptation | Office 3-shots 31 | Accuracy (D->A)76.4 | 25 | |
| Partial Domain Adaptation | Office-31 (test) | Accuracy (A -> W)98.98 | 25 | |
| Multi-Source Domain Adaptation | Office-31 | Accuracy (Domain A)71.2 | 24 | |
| Multi-target Domain Adaptation | Office31 | Avg Acc89.6 | 23 | |
| Multimodal Recommendation | Office | Recall@1010.76 | 21 | |
| Open-Set Domain Adaptation | Office-31 standard (full) | A->D Accuracy92.4 | 21 | |
| Object Recognition | Office 59 (test) | Acc (A->D)97.2 | 21 |
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