DAS adds a cached per-class bonus derived from noise-conditioned text prompts to cosine scores, improving accuracy by 2.60-5.75 points on UrbanSound8K and mAP by 1.50-1.74 points on FSD50K under urban noise.
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Drift-Augmented Scoring: Text-Derived Noise Robustness for Zero-Shot Audio-Language Classification
DAS adds a cached per-class bonus derived from noise-conditioned text prompts to cosine scores, improving accuracy by 2.60-5.75 points on UrbanSound8K and mAP by 1.50-1.74 points on FSD50K under urban noise.