Compatibility Prediction on Polyvore Standard (test)
0.91Compatibility AUCCSA-Net
Evaluation results
| Method | Links | |
|---|---|---|
| CSA-NetLabels α%=100%, Uses text labels=false, Explicit type conditioning=true2021.09 | 0.91 | |
| OursLabels α%=100%, Uses text labels=false, Explicit type conditioning=false2021.09 | 0.89 | |
| SCE-Net (avg)Labels α%=100%, Uses text labels=true, Explicit type conditioning=false2021.09 | 0.88 | |
| Type-AwareLabels α%=100%, Uses text labels=true, Explicit type conditioning=true2021.09 | 0.86 | |
| OursLabels α%=5%, Uses text labels=false, Explicit type conditioning=false2021.09 | 0.86 | |
| Ours + DLabels α%=5%, Uses text labels=false, Explicit type conditioning=false, Additional unlabeled data=true2021.09 | 0.86 | |
| CSN T1:1 + VSELabels α%=100%, Uses text labels=true, Explicit type conditioning=true2021.09 | 0.84 | |
| CSN T1:1Labels α%=100%, Uses text labels=false, Explicit type conditioning=true2021.09 | 0.83 | |
| Siamese NetworkLabels α%=100%, Uses text labels=false, Explicit type conditioning=false2021.09 | 0.81 | |
| Siamese NetworkLabels α%=5%, Uses text labels=false, Explicit type conditioning=false2021.09 | 0.78 | |
| Color attributeLabels α%=N/A, Uses text labels=false, Explicit type conditioning=false2021.09 | 0.71 | |
| Bi-LSTM +VSELabels α%=100%, Uses text labels=true, Explicit type conditioning=false2021.09 | 0.65 |