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Xin-Shun Xu

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Aug 2026

Shared Latent Characteristic Anchored Hash Codes Generation for Efficient Fine-Grained Image Retrieval.

Hashing-based fine-grained image retrieval (FGIR) is a promising solution for large-scale domain-specific data retrieval, yet it faces a fundamental contradiction between discriminative feature learning and compact binary codes generation. Existing methods often rely on complex feature extraction modules to improve fin...

Zhen-Duo Chen, Li-Jun Zhao, Yongxin Wang et al. · 0 citations
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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