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

Domain Generalization

29 benchmarks1751 papers

The idea of Domain Generalization is to learn from one or multiple training domains, to extract a domain-agnostic model which can be applied to an unseen domain

<span class="description-source">Source: Diagram Image Retrieval using Sketch-Based Deep Learning and Transfer Learning </span>

Benchmarks

Domain Generalization on PACS

Average AccuracyAccuracy

Domain Generalization on VizWiz-Classification

Accuracy - All ImagesAccuracy - Clean ImagesAccuracy - Corrupted Images

Domain Generalization on Office-Home

Average Accuracy

Domain Generalization on ImageNet-C

mean Corruption Error (mCE)Top 1 AccuracyNumber of params

Domain Generalization on ImageNet-A

Top-1 accuracy %Number of params

Domain Generalization on ImageNet-R

Top-1 Error Rate

Domain Generalization on DomainNet

Average Accuracy

Domain Generalization on VLCS

Average Accuracy

Domain Generalization on TerraIncognita

Average Accuracy

Domain Generalization on GTA-to-Avg(Cityscapes,BDD,Mapillary)

mIoU

Domain Generalization on ImageNet-Sketch

Top-1 accuracy

Domain Generalization on GTA5-to-Cityscapes

mIoU

Domain Generalization on Digits-five

Accuracy

Domain Generalization on NICO Animal

Accuracy

Domain Generalization on NICO Vehicle

Accuracy

Domain Generalization on Stylized-ImageNet

Top 1 Accuracy

Domain Generalization on Rotated Fashion-MNIST

Accuracy

Domain Generalization on CIFAR-100C

Accuracy

Domain Generalization on CIFAR-10C

Accuracy

Domain Generalization on Cityscapes to ACDC

mIoU

Domain Generalization on LipitK

Accuracy

Domain Generalization on MiniDomainNet

Accuracy

Domain Generalization on WildDash

Mean IoU