Visual Recognition on Birdsnap
87.3AccuracySARE
Evaluation results
| Method | Links | |
|---|---|---|
| SARELearning Paradigm=Training-based2026.03 | 87.3 | |
| VT-FSLLearning Paradigm=Training-based2026.03 | 76.57 | |
| UniFGVCLearning Paradigm=Training-free, Method Strategy=Reasoning-based2026.03 | 66.25 | |
| AutoSEPLearning Paradigm=Training-free, Method Strategy=Reasoning-based2026.03 | 60.34 | |
| CascadeVLMLearning Paradigm=Training-free, Method Strategy=Reasoning-based2026.03 | 56.27 | |
| Qwen2.5-VL-7BLearning Paradigm=Backbone2026.03 | 54.48 | |
| SCANLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 53.57 | |
| ProtoMMLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 48.79 | |
| AWTLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 48.63 | |
| SuS-X-LCLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 46.83 | |
| FineDeficsLearning Paradigm=Training-based2026.03 | 45.72 | |
| E-FineRLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 44.32 | |
| RARLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 43.87 | |
| FineRLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 43.69 | |
| CLIP-B/32Learning Paradigm=Backbone2026.03 | 42.37 |