Action Recognition on HMDB-51 Few-shot (Top-1 Accuracy)
68.8Top-1 AccuracyTC-CLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| TC-CLIPShots (K)=16, Fine-tuning=Directly from CLIP, Text Augmentation=LLM-based2024.04 | 68.8 | |
| TC-CLIPShots (K)=16, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 68.6 | |
| OSTShots (K)=16, Fine-tuning=Directly from CLIP, Text Augmentation=LLM-based2024.04 | 68.2 | |
| TC-CLIPShots (K)=8, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 67.3 | |
| ViFi-CLIPShots (K)=16, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 66.8 | |
| TC-CLIPShots (K)=8, Fine-tuning=Directly from CLIP, Text Augmentation=LLM-based2024.04 | 65.5 | |
| OSTShots (K)=8, Fine-tuning=Directly from CLIP, Text Augmentation=LLM-based2024.04 | 64.9 | |
| ViFi-CLIPShots (K)=8, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 64.5 | |
| X-CLIPShots (K)=16, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 64 | |
| TC-CLIPShots (K)=4, Fine-tuning=Directly from CLIP, Text Augmentation=LLM-based2024.04 | 63.3 | |
| OSTShots (K)=4, Fine-tuning=Directly from CLIP, Text Augmentation=LLM-based2024.04 | 62.9 | |
| X-CLIPShots (K)=8, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 62.8 | |
| ViFi-CLIPShots (K)=4, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 62.7 | |
| A5Shots (K)=16, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 62.4 | |
| TC-CLIPShots (K)=4, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 62.3 | |
| ActionCLIPShots (K)=16, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 59.1 | |
| OSTShots (K)=2, Fine-tuning=Directly from CLIP, Text Augmentation=LLM-based2024.04 | 59.1 | |
| TC-CLIPShots (K)=2, Fine-tuning=Directly from CLIP, Text Augmentation=LLM-based2024.04 | 58.6 | |
| ActionCLIPShots (K)=4, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 57.9 | |
| ActionCLIPShots (K)=8, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 57.3 | |
| X-CLIPShots (K)=4, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 57.3 | |
| TC-CLIPShots (K)=2, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 57.3 | |
| ViFi-CLIPShots (K)=2, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 57.2 | |
| A5Shots (K)=8, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 56 | |
| X-CLIPShots (K)=2, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 53 | |
| A5Shots (K)=4, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 50.7 | |
| ActionCLIPShots (K)=2, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 47.5 | |
| Vanilla CLIPShots (K)=2, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 41.9 | |
| Vanilla CLIPShots (K)=4, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 41.9 | |
| Vanilla CLIPShots (K)=8, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 41.9 | |
| Vanilla CLIPShots (K)=16, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 41.9 | |
| A5Shots (K)=2, Fine-tuning=Directly from CLIP, Text Augmentation=None2024.04 | 39.7 |