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Referring Nutrition Estimation on Nutrition5k refer@2nd 1.0 (test)
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21
Calorie MAE
FoodLMM
20.864
21.782
22.7
23.618
Jun 3, 2026
Calorie MAE
Calorie pMAE
Mass MAE
Mass pMAE
Fat MAE
Fat pMAE
Carb MAE
Carb pMAE
Protein MAE
Protein pMAE
Average MAE
Average pMAE
Updated 1mo ago
Evaluation Results
Method
Method
Links
Calorie MAE
Calorie pMAE
Mass MAE
Mass pMAE
Fat MAE
Fat pMAE
Carb MAE
Carb pMAE
Protein MAE
Protein pMAE
Average MAE
Average pMAE
FoodLMM
Refer ingredient=refer...
2026.06
21
27.4
16.9
39.5
1.1
29
2.1
30.5
1.4
27.4
8.5
30.8
Food-R1
Refer ingredient=refer...
2026.06
24.4
31.2
18.3
29.7
1
27.5
2.5
34.3
1.6
32.6
9.6
31.1
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