Few-shot action classification on UCF101
96.1AccuracyTRX
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TRXShots=5-shot2022.04 | 96.1 | — | — | — | — | |
| HyRSMShots=5-shot2022.04 | 94.7 | — | — | — | — | |
| TTANShots=5-shot2022.04 | 93.2 | — | — | — | — | |
| HyRSMShots=3-shot2022.04 | 93 | — | — | — | — | |
| TRXShots=3-shot2022.04 | 92.4 | — | — | — | — | |
| OTAMShots=5-shot2022.04 | 88.9 | — | — | — | — | |
| OTAMShots=3-shot2022.04 | 87 | — | — | — | — | |
| HyRSMShots=1-shot2022.04 | 83.9 | — | — | — | — | |
| ARNShots=5-shot2022.04 | 83.1 | — | — | — | — | |
| TTANShots=1-shot2022.04 | 80.9 | — | — | — | — | |
| OTAMShots=1-shot2022.04 | 79.9 | — | — | — | — | |
| KgCoOpShots=4, Prompt type=tp2023.03 | 78.4 | — | — | — | — | |
| TRXShots=1-shot2022.04 | 78.2 | — | — | — | — | |
| ProGradShots=4, Prompt type=tp2023.03 | 77.82 | — | — | — | — | |
| CoOpShots=4, Prompt type=tp2023.03 | 77.41 | — | — | — | — | |
| CoCoOpShots=4, Prompt type=vp+tp2023.03 | 74.99 | — | — | — | — | |
| ARNShots=1-shot2022.04 | 66.3 | — | — | — | — | |
| CoNa2024.06 | — | 85.5 | 88 | 91.2 | 93.5 | |
| CoOptuning_type=Prompt Tuning2024.06 | — | 85.3 | 87.1 | 89.8 | 90.8 | |
| Linear Probetuning_type=Linear Probing2024.06 | — | 76.8 | 84.5 | 90.1 | 92.5 | |
| Name Tuning2024.06 | — | 86.3 | 87.5 | 89.1 | 92.7 | |
| ViFi-CLIP*tuning=text-branch tuning, pretraining=Kinetics-4002024.06 | — | 85.3 | 88.1 | 91.5 | 92.6 | |
| VL-Prototype2024.06 | — | 79.4 | 86.2 | 91 | 92.8 |