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ResearchFormerly WizWand

Polyvore

Benchmarks

TaskDatasetSOTA resultTrendResults

Fill-In-The-Blank

Polyvore Disjoint (test)

64.17FITB Accuracy

20

Image-to-Text Retrieval

Polyvore

14.2R@1

16

Personalized Outfit Generation

Polyvore (test)

24.28PP

13

Personalized Fill-In-The-Blank (P-FITB)

Polyvore

64.98Top-4 Accuracy

12

Compatibility Prediction

Polyvore Standard (test)

0.91Compatibility AUC

12

Fill-In-The-Blank

Polyvore Standard (test)

63.7Accuracy

12

Compatibility Prediction

Polyvore Disjoint (test)

0.87Comp. AUC

12

Open-Ended Abstract Retrieval (OAR)

Polyvore

76.8Diversity

11

Generative Outfit Recommendation (GOR)

Polyvore-U (test)

24.93Inception Score (IS)

9

Personalized Fill-in-the-blank (PFITB)

Polyvore-U (test)

25.3IS

9

Text-to-Image Retrieval

Polyvore

49.3Recall@5

9

Image-to-Text Retrieval

Polyvore

48.5Recall@5

9

Compatibility prediction

Polyvore (test)

0.972AUC

9

Fill-in-the-blank fashion recommendation

Polyvore (test)

78.13FITB Accuracy

9

Outfit Compatibility Prediction

Polyvore Resampled

0.99AUC

9

Outfit Compatibility Prediction

Polyvore Original

99AUC

9

Fill-In-The-Blank

Polyvore Resampled

92.7Accuracy

9

Fill-In-The-Blank

Polyvore Original

96.9Accuracy

9

Weakly Supervised Compositional Retrieval

Polyvore

20.9Recall@5K

7

Polyvore Class (test)

74.6Accuracy

5

Text-to-Image Retrieval

Polyvore 500 Pairs (test)

55.3Recall@5

4

Image-to-Text Retrieval

Polyvore 500 Pairs (test)

55.3Recall@5

4