SelfReg (ResNet18)

Reported on 5 benchmarks across 5 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision4 results

SketchonPACS
Accuracy· 2021-04-20
33.71
best: 74.13 (Crafting-Shifts(ResNet18))
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization arXiv:2104.09841
Domain GeneralizationonPACS
Accuracy· 2021-04-20
59.59
best: 70.37 (Crafting-Shifts(ResNet18))
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization arXiv:2104.09841
Sketch RecognitiononPACS
Accuracy· 2021-04-20
33.71
best: 74.13 (Crafting-Shifts(ResNet18))
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization arXiv:2104.09841
Single-Source Domain GeneralizationonPACS
Accuracy· 2021-04-20
59.59
best: 70.37 (Crafting-Shifts(ResNet18))
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization arXiv:2104.09841

Methodology1 result

Domain AdaptationonPACS
Accuracy· 2021-04-20
59.59
best: 88.09 (SSGEN)
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization arXiv:2104.09841