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Pengfei Zhang

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Review Sep 2026

Data-Centric Challenges, Techniques, and Impacts: A Survey on Image Data Perturbation

Data-driven deep learning models have revolutionized the ability to understand and model intrinsic data patterns. However, in real-world applications, their reliability is often compromised by inherent randomness, uncertainty, and potential adversarial threats, particularly those originating from data. As a critical co...

Pengfei Zhang, Guangdong Bai, Xin-Shun Xu et al. · 0 citations

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