List your company
ResearchFormerly WizWand

Domain Generalization on TerraIncognita DomainBed (test)

76.5AccuracyApprox. Optimal Z*
16.80432.30247.863.298Dec 31, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Approx. Optimal Z*Selection=Oracle selection2021.1276.5
MixupModel Selection=oracle selection, Backbone=ResNet-502021.1254.4
DomainBed SOTA2021.1254.4
CADModel Selection=oracle selection, Backbone=ResNet-502021.1253.5
ERMModel Selection=oracle selection, Backbone=ResNet-502021.1253
ERM2021.1253
CORALModel Selection=oracle selection, Backbone=ResNet-502021.1252.8
GroupDROModel Selection=oracle selection, Backbone=ResNet-502021.1252.4
MMDModel Selection=oracle selection, Backbone=ResNet-502021.1252
VRExModel Selection=oracle selection, Backbone=ResNet-502021.1251.4
CDANNModel Selection=oracle selection, Backbone=ResNet-502021.1250.8
DANNModel Selection=oracle selection, Backbone=ResNet-502021.1250.6
IRMModel Selection=oracle selection, Backbone=ResNet-502021.1250.5
CLIP L + CADModel Selection=oracle selection, Backbone=CLIP-ViT-L/142021.1240.6
CLIP L + CADBackbone=ViT-B/32, Pretraining=CLIP, Bottleneck=CAD2021.1240.6
CLIP LModel Selection=oracle selection, Backbone=CLIP-ViT-L/142021.1236.9
CLIP LBackbone=ViT-B/32, Pretraining=CLIP2021.1236.9
CLIP S + BaseModel Selection=oracle selection, Backbone=CLIP-ResNet502021.1236.4
CLIP S + BaseBackbone=ResNet-50, Pretraining=CLIP, Mode=Finetuned2021.1236.4
CLIP S + CADModel Selection=oracle selection, Backbone=CLIP-ResNet502021.1236.2
CLIP S + CADBackbone=ResNet-50, Pretraining=CLIP, Bottleneck=CAD2021.1236.2
CLIP SModel Selection=oracle selection, Backbone=CLIP-ResNet502021.1229.6
CLIP SBackbone=ResNet-50, Pretraining=CLIP2021.1229.6
DINO + CADModel Selection=oracle selection, Backbone=DINO2021.1225.9
DINO + CADPretraining=DINO, Bottleneck=CAD2021.1225.9
CLIP SModel Selection=oracle selection, Backbone=CLIP-ResNet50, zero-shot=true2021.1219.1