Image-to-recipe retrieval on Recipe1M 1.0 (test)
1Median RankACME
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ACMETraining samples usage=all (paired and unpaired)2021.03 | 1 | 51.8 | 80.2 | 87.5 | |
| SCAN2021.03 | 1 | 54 | 81.7 | 88.8 | |
| DaCTraining samples usage=all (paired and unpaired)2021.03 | 1 | 55.9 | 82.4 | 88.7 | |
| H-TransformerLoss components=Lpair, Training samples usage=paired samples only2021.03 | 1 | 58.3 | 86.2 | 91.8 | |
| H-TransformerLoss components=Lpair + Lrec, Training samples usage=paired samples only2021.03 | 1 | 59.1 | 86.9 | 92.3 | |
| H-TransformerLoss components=Lpair + Lrec, Training samples usage=all (paired and unpaired)2021.03 | 1 | 60 | 87.6 | 92.9 | |
| Wang CVPR 19Img Encoder=ResNet-502022.03 | 1 | 51.8 | 80.2 | 87.5 | |
| Wang TMM 21Img Encoder=ResNet-502022.03 | 1 | 54 | 81.7 | 88.8 | |
| Fain arXiv 19Img Encoder=ResNeXt-1012022.03 | 1 | 60.2 | 84 | 89.7 | |
| Salvador CVPR 21Img Encoder=ResNet-502022.03 | 1 | 60 | 87.6 | 92.9 | |
| Salvador CVPR 21Img Encoder=ViT-B/162022.03 | 1 | 63.2 | 88.3 | 93.1 | |
| Cooking ProgramsImg Encoder=ViT-B/162022.03 | 1 | 66.9 | 90.9 | 95.1 | |
| Pham AAAI 21Img Encoder=ResNet-502022.03 | 1.6 | 49.7 | 79.3 | 86.3 | |
| Carvalho et al.2021.03 | 2 | 39.8 | 69 | 77.4 | |
| R2GANTraining samples usage=all (paired and unpaired)2021.03 | 2 | 39.1 | 71 | 81.7 | |
| MCEN2021.03 | 2 | 48.2 | 75.8 | 83.6 | |
| Carvalho SIGIR 18Img Encoder=ResNet-502022.03 | 2 | 39.8 | 69 | 77.4 | |
| Zhu CVPR 19Img Encoder=ResNet-502022.03 | 2 | 39.1 | 71 | 81.7 | |
| Fu CVPR 20Img Encoder=ResNet-502022.03 | 2 | 48.2 | 75.8 | 83.6 | |
| H-TransformerLoss components=Lpair + Lrec, Training samples usage=paired samples only2021.03 | 4 | 27.3 | 55.4 | 67.3 | |
| H-TransformerLoss components=Lpair + Lrec, Training samples usage=all (paired and unpaired)2021.03 | 4 | 27.9 | 56.4 | 68.1 | |
| H-TransformerLoss components=Lpair, Training samples usage=paired samples only2021.03 | 4.1 | 26.8 | 54.7 | 66.5 | |
| Chen et al.2021.03 | 4.6 | 25.6 | 53.7 | 66.9 | |
| Chen ACM MM 18Img Encoder=ResNet-502022.03 | 4.6 | 25.6 | 53.7 | 66.9 | |
| DaCTraining samples usage=all (paired and unpaired)2021.03 | 5 | 26.5 | 51.8 | 62.6 | |
| Salvador et al.2021.03 | 5.2 | 24 | 51 | 65 | |
| Salvador CVPR 17Img Encoder=ResNet-502022.03 | 5.2 | 24 | 51 | 65 | |
| SCAN2021.03 | 5.9 | 23.7 | 49.3 | 60.6 | |
| DaCTraining samples usage=paired samples only2021.03 | 5.9 | 24.4 | 49.4 | 60.5 | |
| ACMETraining samples usage=all (paired and unpaired)2021.03 | 6.7 | 22.9 | 46.8 | 57.9 | |
| MCEN2021.03 | 7.2 | 20.3 | 43.3 | 54.4 | |
| Carvalho et al.2021.03 | 13.2 | 14.9 | 35.3 | 45.2 | |
| R2GANTraining samples usage=all (paired and unpaired)2021.03 | 13.9 | 13.5 | 33.5 | 44.9 | |
| Chen et al.2021.03 | 39.8 | 7.2 | 19.2 | 27.6 | |
| Salvador et al.2021.03 | 41.9 | — | — | — |