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Domain Generalization on OfficeHome DomainBed (test)

86.3AccuracyApprox. Optimal Z*
55.72463.66271.679.538Mar 2, 2020Jun 21, 2020Oct 11, 2020Jan 30, 2021May 22, 2021Sep 10, 2021Dec 31, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Approx. Optimal Z*Selection=Oracle selection2021.1286.3
CLIP L + CADModel Selection=oracle selection, Backbone=CLIP-ViT-L/142021.1280
CLIP L + CADBackbone=ViT-B/32, Pretraining=CLIP, Bottleneck=CAD2021.1280
CLIP LModel Selection=oracle selection, Backbone=CLIP-ViT-L/142021.1279.6
CLIP LBackbone=ViT-B/32, Pretraining=CLIP2021.1279.6
CLIP S + CADModel Selection=oracle selection, Backbone=CLIP-ResNet502021.1271.9
CLIP S + CADBackbone=ResNet-50, Pretraining=CLIP, Bottleneck=CAD2021.1271.9
CLIP SModel Selection=oracle selection, Backbone=CLIP-ResNet502021.1270.6
CLIP S + BaseModel Selection=oracle selection, Backbone=CLIP-ResNet502021.1270.6
CLIP SBackbone=ResNet-50, Pretraining=CLIP2021.1270.6
CLIP S + BaseBackbone=ResNet-50, Pretraining=CLIP, Mode=Finetuned2021.1270.6
CLIP SModel Selection=oracle selection, Backbone=CLIP-ResNet50, zero-shot=true2021.1270.4
CORALModel Selection=oracle selection, Backbone=ResNet-502021.1268.4
DomainBed SOTA2021.1268.4
MixupModel Selection=oracle selection, Backbone=ResNet-502021.1268
ERMmodel selection=training-domain validation set2020.0367.5
CADModel Selection=oracle selection, Backbone=ResNet-502021.1267
V-RExmodel selection=training-domain validation set2020.0366.7
IRMmodel selection=training-domain validation set2020.0366.6
ERMModel Selection=oracle selection, Backbone=ResNet-502021.1266.4
ERM2021.1266.4
GroupDROModel Selection=oracle selection, Backbone=ResNet-502021.1266.2
MMDModel Selection=oracle selection, Backbone=ResNet-502021.1266.2
VRExModel Selection=oracle selection, Backbone=ResNet-502021.1265.7
DANNModel Selection=oracle selection, Backbone=ResNet-502021.1265.3
CDANNModel Selection=oracle selection, Backbone=ResNet-502021.1265.3
IRMModel Selection=oracle selection, Backbone=ResNet-502021.1263
DINO + CADModel Selection=oracle selection, Backbone=DINO2021.1256.9
DINO + CADPretraining=DINO, Bottleneck=CAD2021.1256.9