Food Category Recognition on FoodNExTDB
90.2PrecisionFoodCHA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FoodCHAFamily=VLM (ours)2026.05 | 90.2 | 76.1 | 82.6 | 82 | |
| Food-Llama-3.2-11BFamily=VLM baselines2026.05 | 79.2 | 74.2 | 76.6 | 74.2 | |
| Moondream-2BFamily=VLM baselines2026.05 | 78.1 | 75.9 | 77 | 71 | |
| SENetFamily=CNN baselines2026.05 | 76 | 64.8 | 70 | 60.5 | |
| InternVL3-8BFamily=VLM baselines2026.05 | 74.8 | 70.1 | 72.4 | 68.8 | |
| SGLANetFamily=CNN baselines2026.05 | 74 | 62 | 67.5 | 62.2 | |
| Qwen2.5-VL-7BFamily=VLM baselines2026.05 | 55.4 | 44.5 | 49.4 | 43.5 | |
| CVNetFamily=CNN baselines2026.05 | 28 | 27 | 27.5 | 25.5 |