Visual Question Answering on VQA v2 (Performance and Critical Bits)
77.8AccuracyRandom Flips
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Random FlipsTarget Model=LLaVA 1.6 (VLM), Parameters=7B2025.12 | 77.8 | 10,000 | |
| Gradient-BasedTarget Model=LLaVA 1.6 (VLM), Parameters=7B2025.12 | 75.1 | 1,150 | |
| GenBFATarget Model=LLaVA 1.6 (VLM), Parameters=7B2025.12 | 0.6 | 7 | |
| FlipLLMTarget Model=LLaVA 1.6 (VLM), Parameters=7B2025.12 | 0.5 | 7 |