Scene Classification (test)
54.2ASRAirflowAttack
Evaluation Results
| Method | Links | |
|---|---|---|
| AirflowAttackBackbone=OpenAI-CLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 54.2 | |
| AirflowAttackBackbone=GeoRSCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 51.7 | |
| AirflowAttackBackbone=RemoteCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 50.6 | |
| AirflowAttackBackbone=OpenCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 47.9 | |
| Stripe noiseBackbone=RemoteCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 41.3 | |
| Stripe noiseBackbone=OpenAI-CLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 39.5 | |
| Stripe noiseBackbone=OpenCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 38.3 | |
| AirflowAttackBackbone=OpenAI-CLIP-L14, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 38.3 | |
| Stripe noiseBackbone=GeoRSCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 37.8 | |
| Atmospheric turbulenceBackbone=OpenAI-CLIP-L14, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 36.9 | |
| Atmospheric turbulenceBackbone=OpenCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 36.1 | |
| Atmospheric turbulenceBackbone=OpenAI-CLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 35.6 | |
| Sensor driftBackbone=OpenAI-CLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 32.1 | |
| Hot/cold blocksBackbone=RemoteCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 31.8 | |
| Atmospheric turbulenceBackbone=GeoRSCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 30.8 | |
| Hot/cold blocksBackbone=GeoRSCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 30.7 | |
| Hot/cold blocksBackbone=OpenAI-CLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 29.6 | |
| Atmospheric turbulenceBackbone=RemoteCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 28.8 | |
| Hot/cold blocksBackbone=OpenCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 28.5 | |
| Stripe noiseBackbone=OpenAI-CLIP-L14, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 28.2 | |
| Sensor driftBackbone=RemoteCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 27.9 | |
| Sensor driftBackbone=GeoRSCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 27.7 | |
| Sensor driftBackbone=OpenCLIP-B32, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 25.9 | |
| Hot/cold blocksBackbone=OpenAI-CLIP-L14, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 25.2 | |
| Sensor driftBackbone=OpenAI-CLIP-L14, Attack Constraint (epsilon)=100, Evaluation Protocol=Zero-shot2026.07 | 24.9 |