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SotA/Methodology/Domain Adaptation/PACS

Domain Adaptation on PACS

Metric: Accuracy (higher is better)

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#Model↕Accuracy▼AugmentationsPaperDate↕Code
1SSGEN88.09NoLearning to Generalize across Domains on Single ...2022-02-16Code
2Crafting-Shifts(ResNet18)70.37NoCrafting Distribution Shifts for Validation and ...2024-09-29Code
3MCL (ResNet18)69.86NoMeta-causal Learning for Single Domain Generaliz...2023-04-07-
4ProRandConv (ResNet18)68.88NoProgressive Random Convolutions for Single Domai...2023-04-02-
5CADA (ResNet18)68.41No---
6ITTA (ResNet18)68.4NoImproved Test-Time Adaptation for Domain General...2023-04-10Code
7XDED (ResNet18)66.5NoCross-Domain Ensemble Distillation for Domain Ge...2022-11-25Code
8ABA (ResNet18)66.36NoAdversarial Bayesian Augmentation for Single-Sou...2023-07-18Code
9Crafting-Shifts(ResNet18)65.85NoCrafting Distribution Shifts for Validation and ...2024-09-29Code
10GeoTexAug (ResNet18)65No--Code
11ProRandConv (ResNet18)62.89NoProgressive Random Convolutions for Single Domai...2023-04-02-
12SagNet (ResNet18)61.9NoReducing Domain Gap by Reducing Style Bias2019-10-25Code
13Crafting-Shifts(AlexNet)60.97NoCrafting Distribution Shifts for Validation and ...2024-09-29Code
14MCL (ResNet18)59.6NoMeta-causal Learning for Single Domain Generaliz...2023-04-07-
15SelfReg (ResNet18)59.59NoSelfReg: Self-supervised Contrastive Regularizat...2021-04-20Code
16ABA (ResNet18)59.04NoAdversarial Bayesian Augmentation for Single-Sou...2023-07-18Code
17MetaCNN (AlexNet)57.17No---
18CADA (ResNet18)56.65No---
19PACS (AlexNet)55.24NoLearning to Diversify for Single Domain Generali...2021-08-26Code