Textual Recipe-to-Image Retrieval on Recipe1M 1k items setup 1.0
1MedRAdaMine
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AdaMine2018.04 | 1 | 40.2 | 68.1 | 78.7 | |
| AdaMine2018.10 | 1 | 40 | 68 | 79 | |
| AdaMineSize of test-set=1k2019.05 | 1 | 40.2 | 68.1 | 78.7 | |
| ACMESize of test-set=1k2019.05 | 1 | 52.8 | 80.2 | 87.6 | |
| AdaMine_ins+cls2018.04 | 1.2 | 37.5 | 67.7 | 77.3 | |
| AdaMine_ins2018.04 | 1.6 | 36.1 | 66.6 | 76.8 | |
| AdaMine_avg2018.04 | 2.2 | 30.6 | 60.6 | 71.9 | |
| PWC++2018.04 | 3.5 | 24.8 | 55 | 67.1 | |
| AdaMine_instr2018.04 | 3.7 | 23.6 | 52.7 | 65.5 | |
| attention + SR.2018.10 | 4.6 | 26 | 54 | 67 | |
| AMSize of test-set=1k2019.05 | 4.6 | 25.7 | 53.9 | 67.1 | |
| AdaMine_ingr2018.04 | 5 | 21.5 | 47.7 | 59.8 | |
| PWC2018.04 | 5.1 | 25 | 52 | 65 | |
| joint emb. + semanticBackbone=ResNet-50, Semantic Regularization=true2018.10 | 5.1 | 25 | 52 | 65 | |
| JESize of test-set=1k2019.05 | 5.1 | 25 | 52 | 65 | |
| PWCreimplemented=true2018.04 | 5.3 | 21.2 | 48 | 60.4 | |
| joint emb. onlyBackbone=ResNet-50, Semantic Regularization=false2018.10 | 6.9 | 20 | 46 | 58 | |
| AdaMine_sem2018.04 | 21.1 | 8.2 | 25.5 | 36.2 | |
| CCA2018.04 | 24.8 | 9 | 24 | 35 | |
| CCA w/ skip-instructions + ingredient word2vec + image featuresBackbone=ResNet-50, Text Embeddings=skip-instructions, word2vec (ingredients)2018.10 | 24.8 | 9 | 24 | 35 | |
| CCASize of test-set=1k2019.05 | 24.8 | 9 | 24 | 35 | |
| CCA w/ skip-thoughts + word2vec (GoogleNews) + image featuresBackbone=ResNet-50, Text Embeddings=skip-thoughts, word2vec (GoogleNews)2018.10 | 37 | 7 | 20 | 29 | |
| Random2018.04 | 499 | 0 | 0 | 0 | |
| random ranking2018.10 | 500 | 0.1 | 0.5 | 1 |