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ResearchFormerly WizWand

Scene Classification (test)

54.2ASRAirflowAttack
23.72831.63939.5547.461Jul 7, 2026
Updated 3mo ago

Evaluation results

MethodLinks
AirflowAttackBackbone=OpenAI-CLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0754.2
AirflowAttackBackbone=GeoRSCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0751.7
AirflowAttackBackbone=RemoteCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0750.6
AirflowAttackBackbone=OpenCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0747.9
Stripe noiseBackbone=RemoteCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0741.3
Stripe noiseBackbone=OpenAI-CLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0739.5
Stripe noiseBackbone=OpenCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0738.3
AirflowAttackBackbone=OpenAI-CLIP-L14, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0738.3
Stripe noiseBackbone=GeoRSCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0737.8
Atmospheric turbulenceBackbone=OpenAI-CLIP-L14, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0736.9
Atmospheric turbulenceBackbone=OpenCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0736.1
Atmospheric turbulenceBackbone=OpenAI-CLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0735.6
Sensor driftBackbone=OpenAI-CLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0732.1
Hot/cold blocksBackbone=RemoteCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0731.8
Atmospheric turbulenceBackbone=GeoRSCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0730.8
Hot/cold blocksBackbone=GeoRSCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0730.7
Hot/cold blocksBackbone=OpenAI-CLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0729.6
Atmospheric turbulenceBackbone=RemoteCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0728.8
Hot/cold blocksBackbone=OpenCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0728.5
Stripe noiseBackbone=OpenAI-CLIP-L14, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0728.2
Sensor driftBackbone=RemoteCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0727.9
Sensor driftBackbone=GeoRSCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0727.7
Sensor driftBackbone=OpenCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0725.9
Hot/cold blocksBackbone=OpenAI-CLIP-L14, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0725.2
Sensor driftBackbone=OpenAI-CLIP-L14, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.0724.9