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ResearchFormerly WizWand

Image Classification on Country211 (Accuracy, ∆CA, ASR)

31.8AccuracyCLIP
3.51210.85618.225.544Jul 29, 2025Sep 10, 2025Oct 23, 2025Dec 5, 2025Jan 17, 2026Mar 1, 2026Apr 13, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CLIPBackbone=ViT-L/14, Zero-shot=true2025.0731.8——
LongCLIPBackbone=ViT-L/14, Zero-shot=true2025.0728.1——
SmartCLIPBackbone=ViT-L/14, Zero-shot=true2025.0726.9——
AXISArchitecture=ViT-B-322025.0818.28——
aTLASArchitecture=ViT-B-322025.0818.08——
VLM BaselineIR=1, Backbone=VLM2026.0117.2——
CLIP2026.0415.26——
FARE2026.0412.46——
AdvFLYPfull2026.0411——
AdvFLYP2026.0410.54——
TGA-ZSR2026.049.86——
PMG-AFT2026.049.23——
TeCoA2026.048.14——
RN50 BaselineIR=1, Backbone=ResNet-502026.016.8——
HyCoCLIPBackbone=ViT-B/16, Zero-shot=true2026.036.5——
UNCHABackbone=ViT-B/16, Zero-shot=true2026.036.1——
CLIPBackbone=ViT-B/16, Zero-shot=true2026.035.7——
MERUBackbone=ViT-B/16, Zero-shot=true2026.035.4——
MERUBackbone=ViT-S/16, Zero-shot=true2026.035.3——
HyCoCLIPBackbone=ViT-S/16, Zero-shot=true2026.035.2——
UNCHABackbone=ViT-S/16, Zero-shot=true2026.035.2——
CLIPBackbone=ViT-S/16, Zero-shot=true2026.035.1——
ATMG†Backbone=ViT-S/16, Zero-shot=true2026.034.6——
ATMG†Backbone=ViT-B/16, Zero-shot=true2026.034.6——
PRISMIR=1, Attack Type=Blend, Backbone=ResNet-502026.01—5.30
PRISMIR=1, Attack Type=BPP, Backbone=ResNet-502026.01—5.41.4
PRISMIR=1, Attack Type=CTRL, Backbone=ResNet-502026.01—5.30