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Author

Junxin Chen

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2026

Cross-Patch Guided Reconstruction With Graph Contrastive Learning for Smartphone-Based Early Parkinson’s Disease Detection

Self-supervised learning for time-series data has broad application potential in smartphone-based early disease detection. However, time-series data often exhibit complex dynamic patterns and spatiotemporal correlations. These characteristics make it difficult to capture discriminative features and reconstruct local fe...

Tongyue He, Qiang He, Jun Mou et al. · 0 citations
Review Aug 2026

Image Inpainting in 30 Years: A Survey

This survey systematically categorizes the 30‐year evolution of image inpainting into three distinct technological generations: traditional prior‐driven synthesis, deep learning data‐driven reconstruction and modern foundation model‐driven generation, providing a definitive reference for future theoretical and engineer...

Zhenhua Yu, Heng-Xiang Zhao, Wen-Chao Zhang et al. · 0 citations
Review Jul 2026

History, Development, and Principles of Representation Learning—An Introductory Survey

This survey deeply explains the basic principles of representation learning, and introduces its practical application cases in various fields, and points out the main limitations of current models and prospects the future research directions.

Zhiyong Wang, Qiang He, Jun Mou et al. · 0 citations

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