TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

SotA/Computer Vision/Domain Generalization/PACS

Domain Generalization on PACS

Metric: Accuracy (higher is better)

LeaderboardDataset
Loading chart...

Results

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