Classification on UCF101
82.7AccuracyProposed
Evaluation Results
| Method | Links | |
|---|---|---|
| ProposedShots=16, Venue=-2025.12 | 82.7 | |
| OpenAI-CLIP ViT-LN=400M, Zero-shot=true2024.09 | 75 | |
| PMRLsetting=zero-shot2025.07 | 74.06 | |
| VASTsetting=zero-shot2025.07 | 73.47 | |
| DINOv2-ARLN=20M, Zero-shot=true2024.09 | 73.2 | |
| GRAMsetting=zero-shot2025.07 | 71.78 | |
| LAION-CLIP ViT-LN=400M, Zero-shot=true2024.09 | 71.6 | |
| DINOv2-MpNetN=20M, Zero-shot=true2024.09 | 71 | |
| ImageBindsetting=zero-shot2025.07 | 69.31 | |
| CLIPShots=0, Venue=ICML’222025.12 | 66.7 | |
| LiT L16LN=112M, Zero-shot=true2024.09 | 60 | |
| xCLIPBackbone=ViT-B/16, Pre-trained on=IT35M, Mode=Zero-shot2022.10 | 49.8 | |
| CLIPBackbone=ViT-B/16, Pre-trained on=IT35M, Mode=Zero-shot2022.10 | 45 | |
| nCLIPBackbone=ViT-B/16, Pre-trained on=IT35M, Mode=Zero-shot2022.10 | 42 | |
| LiTLwA-baseN=0.5M, Zero-shot=true2024.09 | 26.6 | |
| LiTDA-baseN=0.5M, Zero-shot=true2024.09 | 19.1 |