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Polyvore

Benchmarks

Task NameDataset NameSOTA ResultTrend
Fill-In-The-BlankPolyvore Disjoint (test)
FITB Accuracy64.17
20
Image-to-Text RetrievalPolyvore
R@114.2
16
Compatibility PredictionPolyvore Standard (test)
Compatibility AUC0.91
12
Fill-In-The-BlankPolyvore Standard (test)
Accuracy63.7
12
Compatibility PredictionPolyvore Disjoint (test)
Comp. AUC0.87
12
Open-Ended Abstract Retrieval (OAR)Polyvore
Diversity76.8
11
Generative Outfit Recommendation (GOR)Polyvore-U (test)
Inception Score (IS)24.93
9
Personalized Fill-in-the-blank (PFITB)Polyvore-U (test)
IS25.3
9
Text-to-Image RetrievalPolyvore
Recall@549.3
9
Image-to-Text RetrievalPolyvore
Recall@548.5
9
Compatibility predictionPolyvore (test)
AUC0.9722
9
Fill-in-the-blank fashion recommendationPolyvore (test)
FITB Accuracy78.13
9
Outfit Compatibility PredictionPolyvore Resampled
AUC0.99
9
Outfit Compatibility PredictionPolyvore Original
AUC99
9
Fill-In-The-BlankPolyvore Resampled
Accuracy92.7
9
Fill-In-The-BlankPolyvore Original
Accuracy96.9
9
Weakly Supervised Compositional RetrievalPolyvore
Recall@5K20.9
7
ClassificationPolyvore Class (test)
Accuracy74.6
5
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