Genetic Perturbation Classification on RxRx1-wilds (in-distribution test)
39HEPG2 PerformanceABRA
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ABRAUse of TTA=false, Backbone=ResNet-502026.03 | 39 | 67.5 | 37.8 | 28.5 | 51.5 | 4.3 | |
| AdaBNUse of TTA=true, Backbone=ResNet-502026.03 | 27.1 | 60.5 | 28.9 | 15.9 | 42.5 | — | |
| ABRAUse of TTA=true, Backbone=ResNet-502026.03 | 26.9 | 58.4 | 26.3 | 16.8 | 41 | 1.3 | |
| ERMUse of TTA=false, Backbone=ResNet-502026.03 | 22 | 47.7 | 23.8 | 15.2 | 34.1 | — | |
| DSUUse of TTA=false, Backbone=ResNet-502026.03 | 20.6 | 50.6 | 20.9 | 12.1 | 34.3 | 8.6 | |
| AdvStyleUse of TTA=true, Backbone=ResNet-502026.03 | 17.4 | 42.1 | 16.5 | 10.6 | 28.5 | 4.2 | |
| AdvStyleUse of TTA=false, Backbone=ResNet-502026.03 | 12.5 | 40.5 | 12.1 | 6.7 | 25.4 | 9.1 | |
| DinoV2Use of TTA=false, Backbone=ViT-S, Pre-training=Self-Supervised Learning (SSL)2026.03 | 9.7 | 20 | 10.8 | 6 | 14.8 | 6.8 | |
| AdvBayesUse of TTA=false, Backbone=ResNet-502026.03 | 9.1 | 35.5 | 10.9 | 4.5 | 21.8 | 2 | |
| SimclrUse of TTA=false, Backbone=ResNet-50, Pre-training=Self-Supervised Learning (SSL)2026.03 | 7.6 | 15.9 | 7 | 3.7 | 11.4 | 3.6 | |
| BYOLUse of TTA=false, Backbone=ResNet-50, Pre-training=Self-Supervised Learning (SSL)2026.03 | 6.8 | 12.3 | 6.3 | 4.3 | 9.3 | 1.6 |