Calorie estimation on CalorieBench-80K (test)
42.56MAEFood-R1
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Food-R12026.06 | 42.56 | 112.89 | 0.81 | |
| FoodLMM-s1trained_on=CalorieBench-80K, method=LoRA2026.06 | 57.99 | 134.46 | 0.71 | |
| GPT-4o-minimode=zero-shot2026.06 | 88.4 | 167 | 0.57 | |
| Qwen2.5-VL-72Bmode=zero-shot2026.06 | 120.95 | 227.98 | 0.18 | |
| FoodLMMmode=zero-shot2026.06 | 170.35 | 274.22 | -0.19 | |
| Qwen3-VL-8Bmode=zero-shot2026.06 | 195.18 | 370.04 | -1.13 | |
| LLaVA-7Bmode=zero-shot2026.06 | 200.79 | 304.21 | -0.48 | |
| InternVL3-8Bmode=zero-shot2026.06 | 218.7 | 412.16 | -1.68 | |
| Gemini-2.5-flashmode=zero-shot2026.06 | 301.87 | 576.65 | -5.77 |