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Bingting Jiang

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#artificial intelligence Preprint Aug 2026

Learning-State-Aware Dynamic Generative Data Augmentation on Small-Scale Datasets

Learning-state-aware dynamic generative data augmentation (LSADA) is proposed, which introduces a decoupled data augmentation and diffusion fusion strategy that applies strength-controlled transformations to class-relevant regions and generates diverse class-irrelevant regions, progressively fusing them to improve imag...

Ting Xiang, Chen-Xi Deng, Jinhui Zhao et al. · 0 citations

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