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ResearchFormerly WizWand

Image Classification on ImageNet-Sketch (Acc, NLPD, ECE)

72.9AccuracyXray
15.80430.62745.4560.273Sep 30, 2025Nov 6, 2025Dec 14, 2025Jan 20, 2026Feb 27, 2026Apr 5, 2026May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
XrayViT=EViT-2B, Backbone Type=Ours, Resolution=336, Active Tokens=2882026.0272.9——
PEcoreViT=G/14, Backbone Type=Weakly-supervised backbones2026.0271.9——
SigLIP 2ViT=g/16, Backbone Type=Weakly-supervised backbones2026.0271.8——
DINOv3ViT=7B/16, Backbone Type=Self-supervised backbones2026.0271.3——
AM-RADIOv2.5ViT=g/14, Backbone Type=Agglomerative backbones2026.0267.1——
AIMv2ViT=3B/14, Backbone Type=Weakly-supervised backbones2026.0267.1——
DINOv2ViT=g/14, Backbone Type=Self-supervised backbones2026.0265.4——
EVA-CLIPViT=18B/14, Backbone Type=Weakly-supervised backbones2026.0264——
Web-DINOViT=7B/14, Backbone Type=Self-supervised backbones2026.0264——
ViT-B/16Architecture=ViT-B/16, Zero-shot=true2026.0352.4——
CoOpOp2026.0551.62——
RPO2026.0550.67——
CAPTShot=16, Backbone=ViT-B/16, Domain Role=Target2026.0350.46——
SeMoBridge-TBackbone=ViT-B/16, Shots=16, Evaluation Protocol=Training2025.0950.44——
TACShot=16, Backbone=ViT-B/16, Domain Role=Target2026.0350.3——
LwEIBShot=16, Backbone=ViT-B/16, Domain Role=Target2026.0350.07——
APEBackbone=ViT-B/16, Shots=16, Evaluation Protocol=Training-free2025.0949.95——
APE-TBackbone=ViT-B/16, Shots=16, Evaluation Protocol=Training2025.0949.73——
SeMoBridgeBackbone=ViT-B/16, Shots=16, Evaluation Protocol=Training-free2025.0949.55——
FrancaViT=g/14, Backbone Type=Self-supervised backbones2026.0249.5——
DOCOSetting=Closed-set, Scenario=Continual Test-Time Adaptation2026.0449.5——
E-COMESetting=Closed-set, Scenario=Continual Test-Time Adaptation2026.0449.2——
MaPLeBackbone=ViT-B/16, Shots=16, Evaluation Protocol=Training2025.0949.15——
DPCoreSetting=Closed-set, Scenario=Continual Test-Time Adaptation2026.0449——
CLIP-Adapter2026.0548.94——
LDCBackbone=ViT-B/16, Shots=16, Evaluation Protocol=Training2025.0948.85——
CoCoOpBackbone=ViT-B/16, Shots=16, Evaluation Protocol=Training2025.0948.75——
T3AGF=true, Backbone=ViT-Base, Protocol=single-instance episodic2025.1048.44——
CoOpShot=16, Backbone=ViT-B/16, Domain Role=Target2026.0347.99——
CoOpBackbone=ViT-B/16, Shots=16, Evaluation Protocol=Training2025.0947.99——
ELaTTAGF=true, Backbone=ViT-Base, Protocol=single-instance episodic2025.1047.73——
EATASetting=Closed-set, Scenario=Continual Test-Time Adaptation2026.0447.6——
UniEntSetting=Closed-set, Scenario=Continual Test-Time Adaptation2026.0447.6——
NEOBackbone=ViT-Base, Evaluation Protocol=Test-Time Adaptation2025.1047.2——
SurgeonBackbone=ViT-Base, Evaluation Protocol=Test-Time Adaptation2025.1047——
CoTTASetting=Closed-set, Scenario=Continual Test-Time Adaptation2026.0446.7——
STAMPSetting=Closed-set, Scenario=Continual Test-Time Adaptation2026.0446.7——
SourceSetting=Closed-set, Scenario=Continual Test-Time Adaptation2026.0446.6——
TentSetting=Closed-set, Scenario=Continual Test-Time Adaptation2026.0446.6——
OSTTASetting=Closed-set, Scenario=Continual Test-Time Adaptation2026.0446.6——
FOABackbone=ViT-Base, Evaluation Protocol=Test-Time Adaptation2025.1046.3——
CLIPBackbone=ViT-B/16, Shots=16, Evaluation Protocol=Zero-Shot2025.0946.15——
MEMOGF=false, Backbone=ViT-Base, Protocol=single-instance episodic2025.1046.08——
PASLEGF=false, Backbone=ViT-Base, Protocol=single-instance episodic2025.1045.72——
TENTBackbone=ViT-Base, Evaluation Protocol=Test-Time Adaptation2025.1045.7——
ViDASetting=Closed-set, Scenario=Continual Test-Time Adaptation2026.0445.6——
T3ABackbone=ViT-Base, Evaluation Protocol=Test-Time Adaptation2025.1045.5——
SARBackbone=ViT-Base, Evaluation Protocol=Test-Time Adaptation2025.1045.5——
No AdaptBackbone=ViT-Base, Evaluation Protocol=Test-Time Adaptation2025.1045.4——
CoTTABackbone=ViT-Base, Evaluation Protocol=Test-Time Adaptation2025.1045.2——
LAMEBackbone=ViT-Base, Evaluation Protocol=Test-Time Adaptation2025.1045——
FOAGF=true, Backbone=ViT-Base, Protocol=single-instance episodic2025.1044.95——
No AdaptGF=true, Backbone=ViT-Base, Protocol=single-instance episodic2025.1044.89——
SARGF=false, Backbone=ViT-Base, Protocol=single-instance episodic2025.1044.82——
CoTTAGF=false, Backbone=ViT-Base, Protocol=single-instance episodic2025.1044.77——
CLIP-RDArchitecture=ResNet-50, Zero-shot=true, Distillation Method=CLIP-RD2026.0342.3——
CLIP-KDArchitecture=ResNet-50, Zero-shot=true, Distillation Method=CLIP-KD2026.0341.6——
CLIP-RDArchitecture=EfficientNet-B0, Zero-shot=true, Distillation Method=CLIP-RD2026.0333.3——
CLIP-RDArchitecture=ResNet-18, Zero-shot=true, Distillation Method=CLIP-RD2026.0326.2——
CLIP-KDArchitecture=ResNet-18, Zero-shot=true, Distillation Method=CLIP-KD2026.0325.8——
ResNet-50Architecture=ResNet-50, Zero-shot=true2026.0324.4——
ResNet-18Architecture=ResNet-18, Zero-shot=true2026.0318——
EfficientNet-B0Architecture=EfficientNet-B0, Zero-shot=true2026.0318——
BayesVLMzero-shot=true2024.12——0.08
CaRotBackbone=ViT-B/162026.05——0.07
CLIPzero-shot=true2024.12——0.16
CLIPzero-shot=true, temperature scaling=true2024.12——0.13
FLYPBackbone=ViT-B/162026.05——0.22
Lipsum-FTBackbone=ViT-B/162026.05——0.102
LP-FTBackbone=ViT-B/16, Mode=Linear-probing followed by Fine-tuning2026.05——0.166
TRACERBackbone=ViT-B/162026.05——0.078
TTAzero-shot=true2024.12——0.15
ZSBackbone=ViT-B/16, Mode=Zero-shot2026.05——0.085