UCF-HMDB
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Action Recognition | UCF-HMDB | Accuracy (UCF -> HMDB)96.7 | 46 | |
| Video Classification | UCF101 HMDB51 (test) | Accuracy (UCF->HMDB)60.2 | 22 | |
| Cross-domain Video Classification | UCF-HMDB U → H (full) | Accuracy82.78 | 14 | |
| Video Domain Adaptation | UCF-HMDB H → U full | Accuracy0.9492 | 14 | |
| Open-set Unsupervised Video Domain Adaptation | UCF -> HMDB target (test) | Accuracy (ALL)92.8 | 13 | |
| Video Domain Adaptation | UCF → HMDB (target) | Accuracy93.1 | 10 | |
| Unsupervised Domain Adaptation | UCF-HMDB | Accuracy (U -> H)89.8 | 9 | |
| Action Recognition | UCF -> HMDB (test) | Top-1 Acc35.6 | 9 | |
| Action Recognition | UCF-HMDB H → U small | Accuracy99.47 | 8 | |
| Action Recognition | UCF-HMDB U → H small | Accuracy99.33 | 8 | |
| Video Domain Adaptation | UCF-HMDB small (H → U) | Accuracy99.47 | 8 | |
| Video Domain Adaptation | UCF-HMDB small (U → H) | Accuracy99.33 | 8 |
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