Few-shot video recognition on UCF-101
88.1Top-1 Acc (K=2)MOTE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MOTEGFLOPs=141, Transfer learning protocol=Tuning pre-trained models, Multi-view inference=true2024.11 | 88.1 | 90.7 | 92.2 | 93.7 | |
| Zero-ViCLIP + MSTA + LccGFLOPs=179.84, Transfer learning protocol=Efficient transfer pre-trained models, Multi-view inference=true2024.11 | 86.1 | 90.2 | 92.7 | 94.8 | |
| Zero-ViCLIP + MSTAGFLOPs=179.84, Transfer learning protocol=Efficient transfer pre-trained models, Multi-view inference=true2024.11 | 85.1 | 89 | 92.3 | 93.5 | |
| Zero-ViCLIP + AdaptFormerGFLOPs=179.80, Transfer learning protocol=Efficient transfer pre-trained models, Multi-view inference=true2024.11 | 84.8 | 88.7 | 91.7 | 93.3 | |
| Zero-ViCLIP + LORAGFLOPs=179.80, Transfer learning protocol=Efficient transfer pre-trained models, Multi-view inference=true2024.11 | 83.5 | 88.3 | 90.9 | 92.7 | |
| OSTTransfer learning protocol=Tuning pre-trained models, Multi-view inference=true2024.11 | 83 | 88.4 | 91.3 | 93.9 | |
| ViCLIPGFLOPs=161, Transfer learning protocol=Tuning pre-trained models, Multi-view inference=true2024.11 | 83 | 88 | 92.1 | 93.2 | |
| Vanilla CLIPGFLOPs=282, Transfer learning protocol=Tuning pre-trained models, Multi-view inference=true2024.11 | 81.8 | 86.3 | 90.1 | 92.5 | |
| ViFi-CLIPGFLOPs=281, Transfer learning protocol=Tuning pre-trained models, Multi-view inference=true2024.11 | 80.5 | 85.3 | 90.2 | 93.2 | |
| A5GFLOPs=284, Transfer learning protocol=Adapting pre-trained models, Multi-view inference=true2024.11 | 71.7 | 80.3 | 85.9 | 90.3 | |
| Zero-ViCLIPGFLOPs=161, Transfer learning protocol=Efficient transfer pre-trained models, Multi-view inference=true2024.11 | 71 | 71 | 71 | 71 | |
| Vanilla CLIPGFLOPs=281, Transfer learning protocol=Zero-shot pre-trained models, Multi-view inference=true2024.11 | 62.8 | 62.8 | 62.8 | 62.8 | |
| XCLIPGFLOPs=145, Transfer learning protocol=Adapting pre-trained models, Multi-view inference=true2024.11 | 49.3 | 76.2 | 84.1 | 91.6 |