Recipe-to-image retrieval on Recipe1M 1.0 (test)
1MedRCarvalho et al.
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Carvalho et al.2021.03 | 1 | 40.2 | 68.1 | 78.7 | |
| ACMETraining samples usage=all (paired and unpaired)2021.03 | 1 | 52.8 | 80.2 | 87.6 | |
| SCAN2021.03 | 1 | 54.9 | 81.9 | 89 | |
| H-TransformerLoss components=Lpair, Training samples usage=paired samples only2021.03 | 1 | 59.6 | 86.1 | 92.2 | |
| H-TransformerLoss components=Lpair + Lrec, Training samples usage=paired samples only2021.03 | 1 | 59.1 | 87 | 92.7 | |
| H-TransformerLoss components=Lpair + Lrec, Training samples usage=all (paired and unpaired)2021.03 | 1 | 60.3 | 87.6 | 93.2 | |
| Carvalho SIGIR 18Img Encoder=ResNet-502022.03 | 1 | 40.2 | 68.1 | 78.7 | |
| Wang CVPR 19Img Encoder=ResNet-502022.03 | 1 | 52.8 | 80.2 | 87.6 | |
| Wang TMM 21Img Encoder=ResNet-502022.03 | 1 | 54.9 | 81.9 | 89 | |
| Salvador CVPR 21Img Encoder=ResNet-502022.03 | 1 | 60.3 | 87.6 | 93.2 | |
| Cooking ProgramsImg Encoder=ViT-B/162022.03 | 1 | 66.8 | 89.8 | 94.6 | |
| Pham AAAI 21Img Encoder=ResNet-502022.03 | 1.6 | 50.1 | 79 | 86.4 | |
| MCEN2021.03 | 1.9 | 48.4 | 76.1 | 83.7 | |
| Fu CVPR 20Img Encoder=ResNet-502022.03 | 1.9 | 48.4 | 76.1 | 83.7 | |
| R2GANTraining samples usage=all (paired and unpaired)2021.03 | 2 | 40.6 | 72.6 | 83.3 | |
| Zhu CVPR 19Img Encoder=ResNet-502022.03 | 2 | 40.6 | 72.6 | 83.3 | |
| H-TransformerLoss components=Lpair, Training samples usage=paired samples only2021.03 | 4 | 27.6 | 55.1 | 66.8 | |
| H-TransformerLoss components=Lpair + Lrec, Training samples usage=paired samples only2021.03 | 4 | 27.8 | 55.6 | 67.3 | |
| H-TransformerLoss components=Lpair + Lrec, Training samples usage=all (paired and unpaired)2021.03 | 4 | 28.3 | 56.5 | 68.1 | |
| Chen et al.2021.03 | 4.6 | 25.7 | 53.9 | 67.1 | |
| Chen ACM MM 18Img Encoder=ResNet-502022.03 | 4.6 | 25.7 | 53.9 | 67.1 | |
| Salvador et al.2021.03 | 5.1 | 25 | 52 | 65 | |
| SCAN2021.03 | 5.1 | 25.3 | 50.6 | 61.6 | |
| Salvador CVPR 17Img Encoder=ResNet-502022.03 | 5.1 | 25 | 52 | 65 | |
| ACMETraining samples usage=all (paired and unpaired)2021.03 | 6 | 24.4 | 47.9 | 59 | |
| MCEN2021.03 | 6.6 | 21.4 | 44.3 | 55.2 | |
| Carvalho et al.2021.03 | 12.2 | 14.8 | 34.6 | 46.1 | |
| R2GANTraining samples usage=all (paired and unpaired)2021.03 | 12.6 | 14.2 | 35 | 46.8 | |
| Chen et al.2021.03 | 38.1 | 7 | 19.4 | 27.8 | |
| Salvador et al.2021.03 | 39.2 | — | — | — |