Visual Recognition on UCF101
87.58AccuracySARE
Evaluation results
| Method | Links | |
|---|---|---|
| SARELearning Paradigm=Training-based2026.03 | 87.58 | |
| VT-FSLLearning Paradigm=Training-based2026.03 | 85.37 | |
| UniFGVCLearning Paradigm=Training-free, Method Strategy=Reasoning-based2026.03 | 80.9 | |
| FineDeficsLearning Paradigm=Training-based2026.03 | 75.97 | |
| SCANLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 73.71 | |
| Qwen2.5-VL-7BLearning Paradigm=Backbone2026.03 | 73.3 | |
| ProtoMMLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 70.62 | |
| AWTLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 69.12 | |
| CascadeVLMLearning Paradigm=Training-free, Method Strategy=Reasoning-based2026.03 | 69.05 | |
| E-FineRLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 67.74 | |
| AutoSEPLearning Paradigm=Training-free, Method Strategy=Reasoning-based2026.03 | 67.53 | |
| FineRLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 67.26 | |
| RARLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 67.01 | |
| SuS-X-LCLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 66.22 | |
| CLIP-B/32Learning Paradigm=Backbone2026.03 | 64.13 |