Visual Recognition on Food-101
99.3Top-1 AccAG-Net
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AG-Net2021.10 | 99.3 | 99.87 | 98.93 | |
| VT-FSLLearning Paradigm=Training-based2026.03 | 91.32 | — | — | |
| SARELearning Paradigm=Training-based2026.03 | 88.02 | — | — | |
| SCANLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 86.37 | — | — | |
| ProtoMMLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 85.89 | — | — | |
| AWTLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 85.58 | — | — | |
| AutoSEPLearning Paradigm=Training-free, Method Strategy=Reasoning-based2026.03 | 84.75 | — | — | |
| CascadeVLMLearning Paradigm=Training-free, Method Strategy=Reasoning-based2026.03 | 84.51 | — | — | |
| SuS-X-LCLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 84.32 | — | — | |
| FineDeficsLearning Paradigm=Training-based2026.03 | 84.26 | — | — | |
| UniFGVCLearning Paradigm=Training-free, Method Strategy=Reasoning-based2026.03 | 82.3 | — | — | |
| RARLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 81.65 | — | — | |
| E-FineRLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 81.56 | — | — | |
| FineRLearning Paradigm=Training-free, Method Strategy=Retrieval-based2026.03 | 81.31 | — | — | |
| CLIP-B/32Learning Paradigm=Backbone2026.03 | 80.32 | — | — | |
| Qwen2.5-VL-7BLearning Paradigm=Backbone2026.03 | 69.9 | — | — |