Visual Question Answering on ChartQA (Noise/Corruption Evaluation)
26.1Score (Noise)Latent Denoising
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Latent DenoisingArchitecture=Qwen-2.5-VL, Severity=5, Method Variant=Chart2026.04 | 26.1 | 24.6 | 66 | 48.1 | |
| BaselineArchitecture=Qwen-2.5-VL, Severity=5, Method Variant=Chart2026.04 | 23.4 | 22.7 | 62.9 | 45.2 | |
| Latent DenoisingBackbone=LLaVA+CLIP, Corruption Severity=52026.04 | 15.3 | 13.8 | 16.4 | 15.6 | |
| BaselineBackbone=LLaVA+CLIP, Corruption Severity=52026.04 | 13.2 | 12.4 | 14.8 | 14.1 |