Base-to-New Generalization on UCF101
95.5Base AccuracyTC-CLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TC-CLIPText Augmentation=Original2024.04 | 95.5 | 78 | 85.9 | |
| TC-CLIPText Augmentation=LLM-based2024.04 | 95.4 | 81.6 | 88 | |
| FROSTERText Augmentation=LLM-based2024.04 | 95.3 | 80 | 87 | |
| Open-VCLIPText Augmentation=Original2024.04 | 94.8 | 77.5 | 85.3 | |
| ViFi-CLIPText Augmentation=Original2024.04 | 92.9 | 67.7 | 78.3 | |
| A5Text Augmentation=Original2024.04 | 90.5 | 40.4 | 55.8 | |
| ActionCLIPText Augmentation=Original2024.04 | 90.1 | 58.1 | 70.7 | |
| PromptKD + MERGETUNEbase_method=PromptKD, merging_strategy=MERGETUNE, teacher_knowledge=true2026.01 | 89.99 | 82.79 | 86.24 | |
| X-CLIPText Augmentation=Original2024.04 | 89.9 | 58.9 | 71.2 | |
| +DPC2025.03 | 88.99 | 78.13 | 83.21 | |
| 2SFSLoRABackbone=ViT-B/16, Shots=162025.03 | 88.59 | 76.82 | 82.28 | |
| DroPLe2025.12 | 88.16 | 82.73 | 85.39 | |
| 2SFSBackbone=ViT-L/14, Shots=42025.03 | 88.11 | 82.15 | 85.03 | |
| MMRLPublication=CVPR2025, Training Setup=16-shot2026.03 | 88.1 | 80.07 | 83.89 | |
| TAC2025.12 | 88.07 | 81.67 | 84.75 | |
| TACPublication=CVPR2025, Training Setup=16-shot2026.03 | 88.07 | 81.67 | 84.75 | |
| DeKgTCP2025.12 | 88.06 | 81.77 | 84.8 | |
| TAP2025.12 | 87.9 | 82.43 | 85.08 | |
| DeARTraining Setup=16-shot2026.03 | 87.9 | 82.1 | 84.9 | |
| 2SFSLayerNormBackbone=ViT-B/16, Shots=162025.03 | 87.85 | 78.19 | 82.74 | |
| VPT + DePTDePT=true2023.09 | 87.73 | 75.1 | 80.93 | |
| PromptSRC + DePTDePT=true2023.09 | 87.73 | 77.7 | 82.46 | |
| CLIP-LoRABackbone=ViT-B/16, Shots=162025.03 | 87.52 | 72.74 | 79.45 | |
| SkipT.2024.12 | 87.3 | 82.47 | 84.81 | |
| ProVPPublication=CVPR2024, Training Setup=16-shot2026.03 | 87.3 | 79 | 83 | |
| SkipTPublication=CVPR2025, Training Setup=16-shot2026.03 | 87.3 | 82.47 | 84.81 | |
| TCP2024.12 | 87.13 | 80.77 | 83.83 | |
| TCP2025.03 | 87.13 | 80.77 | 83.83 | |
| TCPPublication=CVPR2024, Training Setup=16-shot2026.03 | 87.13 | 80.77 | 83.83 | |
| ProSRC.2024.12 | 87.1 | 78.8 | 82.74 | |
| PSRC2025.12 | 87.1 | 78.8 | 82.74 | |
| PromptSRCPublication=ICCV2023, Training Setup=16-shot2026.03 | 87.1 | 78.8 | 82.74 | |
| PromptSRCDePT=false2023.09 | 87.03 | 78.07 | 82.31 | |
| MaPLe + DePTDePT=true2023.09 | 86.87 | 78.1 | 82.25 | |
| MMABackbone=ViT-B/16, Shots=162025.03 | 86.23 | 80.03 | 82.2 | |
| PromptKDPublication=CVPR2024, Training Setup=16-shot2026.03 | 86.23 | 80.11 | 83.06 | |
| CoPro.*2024.12 | 86.2 | 78.7 | 82.28 | |
| KgCoOp + DePTDePT=true2023.09 | 85.8 | 77.23 | 81.29 | |
| DePT2024.12 | 85.8 | 77.23 | 81.29 | |
| CoCoOp + DePTDePT=true2023.09 | 85.7 | 72.8 | 78.73 | |
| +DePT2025.03 | 85.54 | 77.29 | 81.2 | |
| CoOp + DePTDePT=true2023.09 | 85.43 | 72.17 | 78.24 | |
| MaPLeDePT=false2023.09 | 85.3 | 76.23 | 80.51 | |
| ProSRC2025.03 | 85.28 | 78.13 | 81.55 | |
| CoOp2024.12 | 84.69 | 56.05 | 67.46 | |
| CoOPBackbone=ViT-B/16, Shots=162025.03 | 84.69 | 56.05 | 67.46 | |
| CoOp2025.12 | 84.69 | 56.05 | 67.46 | |
| CoOpPublication=ICCV2021, Training Setup=16-shot2026.03 | 84.69 | 56.05 | 67.46 | |
| VPTDePT=false2023.09 | 84.63 | 72.9 | 78.33 | |
| ProGrad2024.12 | 84.33 | 74.94 | 79.35 | |
| ProGradBackbone=ViT-B/16, Shots=162025.03 | 84.33 | 74.94 | 79.35 | |
| ProGradPublication=CVPR2023, Training Setup=16-shot2026.03 | 84.33 | 74.94 | 79.35 | |
| CoOpDePT=false2023.09 | 83.87 | 69.8 | 76.19 | |
| KgCoOpDePT=false2023.09 | 83.73 | 75.4 | 79.35 | |
| MaPLe2026.03 | 83.66 | 78.04 | 80.75 | |
| CC-CDFSL2026.03 | 83.51 | 79.07 | 81.23 | |
| MaPLe2024.12 | 83 | 78.66 | 80.77 | |
| MaPLeBackbone=ViT-B/16, Shots=162025.03 | 83 | 78.66 | 80.77 | |
| MaPLePublication=CVPR2023, Training Setup=16-shot2026.03 | 83 | 78.66 | 80.77 | |
| KgCoOp2024.12 | 82.89 | 76.67 | 79.65 | |
| KgCoOpBackbone=ViT-B/16, Shots=162025.03 | 82.89 | 76.67 | 79.65 | |
| KgCoOp2025.12 | 82.89 | 76.67 | 79.65 | |
| MMABackbone=ViT-L/14, Shots=42025.03 | 82.7 | 81.6 | 82.15 | |
| CoCoOpDePT=false2023.09 | 82.33 | 72.4 | 77.05 | |
| CoCoOp2024.12 | 82.33 | 73.45 | 77.64 | |
| CoCoOpBackbone=ViT-B/16, Shots=162025.03 | 82.33 | 73.45 | 77.64 | |
| CLIPBackbone=ViT-L/14, Shots=42025.03 | 79.94 | 79.66 | 79.8 | |
| Vanilla CLIPText Augmentation=Original2024.04 | 78.5 | 63.6 | 70.3 | |
| CLIPBackbone=ViT-B/16, Shots=02025.03 | 70.53 | 77.5 | 73.85 | |
| CLIP2026.01 | 70.53 | 77.5 | 73.85 | |
| CLIPPublication=ICML2021, Training Setup=16-shot2026.03 | 70.53 | 77.5 | 73.85 |