Video Classification on UCF-101 base-to-novel
95.9Accuracy (Base)VL prompting
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VL promptingPre-trained=Kinetics-4002022.12 | 95.9 | 74.1 | 83.6 | |
| A5Pre-trained=Kinetics-4002022.12 | 95.8 | 71 | 81.6 | |
| TACOEvaluation Protocol=Base-to-novel2026.06 | 95.8 | 82.2 | 88.5 | |
| XCLIPPre-trained=Kinetics-4002022.12 | 95.4 | 74 | 83.4 | |
| FROSTEREvaluation Protocol=Base-to-novel2026.06 | 95.3 | 80 | 87 | |
| Open-MeDeEvaluation Protocol=Base-to-novel2026.06 | 94.9 | 78.5 | 85.9 | |
| Open-VCLIPEvaluation Protocol=Base-to-novel2026.06 | 94.8 | 77.5 | 85.3 | |
| ViFi-CLIPEvaluation Protocol=Base-to-novel2026.06 | 92.9 | 67.7 | 78.3 | |
| VPTEvaluation Protocol=Base-to-novel2026.06 | 90.5 | 40.4 | 55.8 | |
| ActionCLIPEvaluation Protocol=Base-to-novel2026.06 | 90.1 | 58.1 | 70.7 | |
| X-CLIPEvaluation Protocol=Base-to-novel2026.06 | 89.9 | 58.9 | 71.2 | |
| AIMEvaluation Protocol=Base-to-novel2026.06 | 89.8 | 76.4 | 82.6 | |
| ActionCLIPPre-trained=Kinetics-4002022.12 | 85.6 | 75.3 | 80.1 | |
| ST-AdapterEvaluation Protocol=Base-to-novel2026.06 | 85.5 | 76.8 | 80.9 | |
| Vanilla CLIPPre-trained=Kinetics-4002022.12 | 78.5 | 63.6 | 70.3 | |
| CLIPEvaluation Protocol=Base-to-novel2026.06 | 78.5 | 63.6 | 70.3 |