| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image-to-Recipe Retrieval | Recipe1M 10k setup (test) | Recall@165.5 | 125 | |
| Recipe-to-Image Retrieval | Recipe1M 10k setup (test) | R@161.5 | 120 | |
| Image-to-Recipe Retrieval | Recipe1M 1k setup (test) | Recall@187.5 | 116 | |
| Recipe-to-Image Retrieval | Recipe1M 1k setup (test) | Recall@185.1 | 110 | |
| Image-to-recipe retrieval | Recipe1M 1.0 (test) | Median Rank1 | 35 | |
| Recipe-to-image retrieval | Recipe1M 1.0 (test) | MedR1 | 30 | |
| Cross-modal Retrieval (Image-to-Recipe) | Recipe1M v1 (1k) | MedR1 | 28 | |
| Image-to-Textual Recipe Retrieval | Recipe1M 1k items setup 1.0 | MedR1 | 25 | |
| Textual Recipe-to-Image Retrieval | Recipe1M 1k items setup 1.0 | MedR1 | 24 | |
| Cross-modal Retrieval (Recipe-to-Image) | Recipe1M 10k v1 | Median Rank3 | 13 | |
| Cross-modal Retrieval (Recipe-to-Image) | Recipe1M v1 (1k) | Median Rank1 | 13 | |
| Recipe Generation | Recipe1M | SacreBLEU8.4 | 12 | |
| Textual Recipe-to-Image Retrieval | Recipe1M 10k items setup 1.0 | MedR6 | 12 | |
| Image-to-Textual Recipe Retrieval | Recipe1M 10k items setup 1.0 | MedR6.7 | 12 | |
| Ingredient Recognition | Recipe1M 1.0 | F1 Score53.84 | 6 | |
| Synthetic Image-to-Recipe Retrieval | Recipe1M (10 random 1K subsets) | Median Rank1 | 6 | |
| Recipe Generation | Recipe1M (test) | Success Rate80.33 | 6 | |
| Recipe-to-Synthetic Image Retrieval | Recipe1M (10 random 1K subsets) | Median Rank (MedR)1 | 4 | |
| Recipe-to-Image Synthesis | Recipe1M 10 random 1K subsets | FID23 | 4 | |
| Ingredient Prediction | Recipe1M (test) | IoU0.3211 | 4 | |
| im2recipe retrieval | Recipe1M (test) | Dessert Accuracy76 | 3 | |
| Ingredient Prediction | Recipe1M User Study 1.0 (test) | IoU0.3252 | 3 | |
| Ingredient prediction in cooking instructions | Recipe1M (test) | Recall0.7547 | 2 |