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ResearchFormerly WizWand

Domain Generalization on DomainNet

81.62AccuracyTask Experts
43.535253.422663.3173.1974Feb 17, 2021Jan 9, 2022Dec 2, 2022Oct 25, 2023Sep 16, 2024Aug 9, 2025Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Task ExpertsBackbone=ViT-L-142026.0381.62
Text-Anchored Information BottleneckBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=T2026.0775.8
Task ExpertsBackbone=ViT-B-322026.0374.43
Text-Anchored Information BottleneckBackbone=ViT-B/16, Pre-training=ImageNet-1k, Guidance (G)=T2026.0768.8
PCBBackbone=ViT-L-142026.0368.26
SCOREBackbone=ViT-L-142026.0368.26
Iso-CTSBackbone=ViT-L-142026.0367.63
Iso-CBackbone=ViT-L-142026.0366.89
TSVBackbone=ViT-L-142026.0366.79
ZeroshotBackbone=ViT-L-142026.0366.25
TIESBackbone=ViT-L-142026.0365.8
CLIPCEILBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.0763.6
CLIPoodBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.0763.5
CLIP-DTPBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.0763.1
VL2VBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.0762.8
Ours (PADG)Backbone=ViT-B/162025.0762.74
CAR-FTBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.0762.5
MagMaxBackbone=ViT-L-142026.0362.24
CLIP-DPRBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.0762.1
Ours (DPR)Backbone=ViT-B/16, Venue=CVPR’242025.0762.05
SIMPLE+Backbone=ViT-B/16, Venue=ICLR’232025.0761.9
MetaPromptFew-shot=true, Shots=5, CLIP-based=true2022.1261.8
MetaPromptFew-shot=true, Shots=1, CLIP-based=true2022.1261.5
CoCoOpFew-shot=true, Shots=5, CLIP-based=true2022.1261.1
EoAEnsemble=true, CLIP-based=true2022.1260.9
SPGBackbone=CLIP ViT-B/162024.0460.1
SPGBackbone=ViT-B/16, Venue=ECCV’242025.0760.1
CoOpBackbone=ViT-B/16, Venue=IJCV’222025.0759.8
DUPRGBackbone=ViT-B/16, Venue=ICLR’232025.0759.6
CoOpBackbone=CLIP ViT-B/162024.0459.5
DPLBackbone=CLIP ViT-B/162024.0459.5
MaPLeBackbone=CLIP ViT-B/162024.0459.5
MaPLeBackbone=ViT-B/16, Venue=CVPR’232025.0759.5
CoCoOpBackbone=CLIP ViT-B/162024.0459.4
VL2VBackbone=ViT-B/16, Pre-training=ImageNet-1k, Guidance (G)=V,T2026.0759.4
GESTURBackbone=ViT-B/16, Venue=ICCV’232025.0758.9
GESTURBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=-2026.0758.9
VL2V-SDBackbone=ViT-B/16, Venue=CVPR’242025.0758.71
SCOREBackbone=ViT-B-322026.0358.68
PCBBackbone=ViT-B-322026.0358.53
VPTBackbone=CLIP ViT-B/162024.0458.5
CLIP-LoRABackbone=ViT-B/16, Venue=CVPR’242025.0758.4
Text-Anchored Information BottleneckBackbone=ResNet-50, Pre-training=ImageNet-1k, Guidance (G)=T2026.0758.3
LPBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=-2026.0758.2
CLIPZero-shot=true, CLIP-based=true2022.1257.9
CLIP (template)Zero-shot=true, CLIP-based=true2022.1257.8
CLIPBackbone=ViT-B/162025.0757.5
Iso-CTSBackbone=ViT-B-322026.0356.8
DPLBackbone=ViT-B/162025.0756.7
ZS-CLIPBackbone=CLIP ViT-B/16, Evaluation Protocol=Zero-shot2024.0456.6
RISE*Backbone=ViT-B/16, Pre-training=ImageNet-1k, Guidance (G)=V,T2026.0756.6
VPBackbone=CLIP ViT-B/162024.0456.5
ZeroshotBackbone=ViT-B-322026.0356.1
SMABackbone=ViT-B/16, Venue=NIPS’222025.0755.9
Iso-CBackbone=ViT-B-322026.0355.84
TSVBackbone=ViT-B-322026.0355.64
RISEBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.0755.4
SEDGEEnsemble=true, CLIP-based=true2022.1254.7
SEDGEBackbone=ViT-B/162025.0754.7
MIRO (ViT-B/16)Backbone=ViT-B/16, Venue=ECCV’222025.0754
MIROBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=-2026.0754
ERM (ViT-B/16)Backbone=ViT-B/16, Venue=ICLR’212025.0753.8
TIESBackbone=ViT-B-322026.0353.22
SWADBackbone=ViT-B/16, Venue=NIPS’212025.0751.7
CADGEnsemble status=Non-ensemble2022.0351.6
LPBackbone=ViT-B/16, Pre-training=ImageNet-1k, Guidance (G)=-2026.0750.5
PAPTVenue=-2026.0650.18
SPGBackbone=CLIP RN502024.0450.1
CoOpBackbone=CLIP RN502024.0449.7
CoCoOpBackbone=CLIP RN502024.0449.7
CLIP-ZSBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=-2026.0749.7
DPLBackbone=CLIP RN502024.0449.6
GMoE-S/16Backbone=GMoE-S/16, Selection Criterion=leave-one-domain-out2022.0648.4
Lin. Prob.Backbone=CLIP ViT-B/16, Evaluation Protocol=Linear Probing2024.0448.2
INSUREBackbone=ResNet-50, Pre-training=ImageNet-1k, Guidance (G)=-2026.0748
VL2VBackbone=ResNet-50, Pre-training=ImageNet-1k, Guidance (G)=V,T2026.0747.7
SWAD + POEMSetting=DomainBed settings (reproduced)2023.0547.1
MIRO + SWAD + POEMSetting=DomainBed settings (reproduced)2023.0547.1
MIRO + SWADSetting=DomainBed settings (reproduced)2023.0546.9
Previous SOTA [31] + SWAD2021.0246.8
RESBackbone=ResNet-50, Venue=ECCV’242025.0746.7
RESVenue=ECCV’242026.0646.7
SWAD2021.0246.5
SWADEnsemble=true2022.1246.5
SWADSetting=Reported2023.0546.5
SWADBackbone=RN502024.0446.5
RISEBackbone=ResNet-50, Pre-training=ImageNet-1k, Guidance (G)=V,T2026.0746.5
ZS-CLIPBackbone=CLIP RN50, Evaluation Protocol=Zero-shot2024.0446.4
GESTURBackbone=ResNet-50, Pre-training=ImageNet-1k, Guidance (G)=-2026.0746.3
SWADSetting=DomainBed settings (reproduced)2023.0546.2
ViT-S/16Backbone=ViT-S/16, Selection Criterion=leave-one-domain-out2022.0646.1
VPBackbone=CLIP RN502024.0445.8
DSP-Reg2026.0145.6
SMOSBackbone=ResNet-50, Venue=CVPR’242025.0745.3
SMOSVenue=CVPR’242026.0645.3
GGA2026.0145.2
FGMix + SWAModel Selection Strategy=training domain validation, Optimizer=SWA, Training Time (ms/iter)=319.82022.0945.1
SAGMGGA=Disabled2025.0245
SAGM2026.0145
SAGMBackbone=ResNet-50, Venue=CVPR’232025.0745