Action Recognition on HMDB-51 (Top-1 Accuracy)
70.1Top-1 AccuracySimVA
Evaluation Results
| Method | Links | |
|---|---|---|
| SimVAK (Shots)=16, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 70.1 | |
| TC-CLIPK (Shots)=16, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 68.8 | |
| OSTK (Shots)=16, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 68.2 | |
| BDC-CLIPK (Shots)=16, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 67.5 | |
| SimVAK (Shots)=8, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 67.5 | |
| ViFi-CLIPK (Shots)=16, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 66.8 | |
| TC-CLIPK (Shots)=8, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 65.5 | |
| BDC-CLIPK (Shots)=8, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 65.3 | |
| OSTK (Shots)=8, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 64.9 | |
| ViFi-CLIPK (Shots)=8, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 64.5 | |
| X-CLIPK (Shots)=16, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 64 | |
| SimVAK (Shots)=4, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 64 | |
| TC-CLIPK (Shots)=4, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 63.3 | |
| BDC-CLIPK (Shots)=4, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 63.1 | |
| OSTK (Shots)=4, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 62.9 | |
| X-CLIPK (Shots)=8, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 62.8 | |
| ViFi-CLIPK (Shots)=4, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 62.7 | |
| A5K (Shots)=16, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 62.4 | |
| SimVAK (Shots)=2, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 60.7 | |
| BDC-CLIPK (Shots)=2, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 59.2 | |
| ActionCLIPK (Shots)=16, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 59.1 | |
| OSTK (Shots)=2, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 59.1 | |
| TC-CLIPK (Shots)=2, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 58.6 | |
| ActionCLIPK (Shots)=4, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 57.9 | |
| ActionCLIPK (Shots)=8, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 57.3 | |
| X-CLIPK (Shots)=4, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 57.3 | |
| ViFi-CLIPK (Shots)=2, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 57.2 | |
| A5K (Shots)=8, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 56 | |
| X-CLIPK (Shots)=2, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 53 | |
| A5K (Shots)=4, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 50.7 | |
| ActionCLIPK (Shots)=2, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 47.5 | |
| CLIPK (Shots)=2, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 41.9 | |
| CLIPK (Shots)=4, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 41.9 | |
| CLIPK (Shots)=8, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 41.9 | |
| CLIPK (Shots)=16, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 41.9 | |
| A5K (Shots)=2, Few-shot setting=true, Fine-tuned from CLIP=true2026.05 | 39.7 |