Image-to-Textual Recipe Retrieval on Recipe1M 1k items setup 1.0
1MedRAdaMine
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AdaMine2018.04 | 1 | 39.8 | 69 | 77.4 | |
| AdaMine2018.10 | 1 | 40 | 69 | 77 | |
| AdaMineSize of test-set=1k2019.05 | 1 | 39.8 | 69 | 77.4 | |
| ACMESize of test-set=1k2019.05 | 1 | 51.8 | 80.2 | 87.5 | |
| AdaMine_ins+cls2018.04 | 1.1 | 38.3 | 67.5 | 78 | |
| AdaMine_ins2018.04 | 1.5 | 37.5 | 67 | 76.8 | |
| AdaMine_avg2018.04 | 2.3 | 30.6 | 60.3 | 71.4 | |
| PWC++2018.04 | 3.3 | 25.8 | 54.5 | 67.1 | |
| AdaMine_instr2018.04 | 3.9 | 24.4 | 52.6 | 65.4 | |
| attention + SR.2018.10 | 4.6 | 26 | 54 | 67 | |
| AMSize of test-set=1k2019.05 | 4.6 | 25.6 | 53.7 | 66.9 | |
| AdaMine_ingr2018.04 | 4.9 | 22.6 | 48.5 | 59.8 | |
| PWCreimplemented=true2018.04 | 5 | 22.8 | 47.7 | 60.1 | |
| PWC2018.04 | 5.2 | 24 | 51 | 65 | |
| joint emb. + semanticBackbone=ResNet-50, Semantic Regularization=true2018.10 | 5.2 | 24 | 51 | 65 | |
| JESize of test-set=1k2019.05 | 5.2 | 25.6 | 51 | 65 | |
| joint emb. onlyBackbone=ResNet-50, Semantic Regularization=false2018.10 | 7.2 | 20 | 45 | 58 | |
| CCA2018.04 | 15.7 | 14 | 32 | 43 | |
| CCA w/ skip-instructions + ingredient word2vec + image featuresBackbone=ResNet-50, Text Embeddings=skip-instructions, word2vec (ingredients)2018.10 | 15.7 | 14 | 32 | 43 | |
| CCASize of test-set=1k2019.05 | 15.7 | 14 | 32 | 43 | |
| SANSize of test-set=1k2019.05 | 16.1 | 12.5 | 31.1 | 42.3 | |
| AdaMine_sem2018.04 | 21.1 | 8.7 | 25.5 | 36.5 | |
| CCA w/ skip-thoughts + word2vec (GoogleNews) + image featuresBackbone=ResNet-50, Text Embeddings=skip-thoughts, word2vec (GoogleNews)2018.10 | 25.2 | 11 | 26 | 35 | |
| Random2018.04 | 499 | 0 | 0 | 0 | |
| random ranking2018.10 | 500 | 0.1 | 0.5 | 1 |