Vision Question Answering on VQA v2
55.18ASRPhantasia
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PhantasiaInputs=Poisoned2026.04 | 55.18 | — | |
| VLOODInputs=Poisoned2026.04 | 54.6 | — | |
| BadVLMInputs=Poisoned2026.04 | 52.87 | — | |
| TrojVLMInputs=Poisoned2026.04 | 51.99 | — | |
| ShadowcastInputs=Poisoned2026.04 | 51.67 | — | |
| ShadowcastInputs=Clean2026.04 | 2.66 | 54.24 | |
| VLOODInputs=Clean2026.04 | 2.46 | 54.96 | |
| TrojVLMInputs=Clean2026.04 | 2.32 | 57.33 | |
| PhantasiaInputs=Clean2026.04 | 1.93 | 59.68 | |
| BadVLMInputs=Clean2026.04 | 1.3 | 58.66 |