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H. Wang and J. Ma are with the School of Electronic Information, Wuhan University, Wuhan, China. J. Zhang, D. Wang and B. Du are with the School of Computer Science, Wuhan University, Wuhan, China. H. Guo and L. Zhang are with the State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China. All authors except for L. Zhang are also with the Zhongguancun Academy, Beijing, China. (e-mail: {
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Structural, numerical, and algebraic redundancy across pruning, quantization, and low-rank decomposition techniques are analyzed, enabling a criticality-aware compression framework that achieves near-lossless compression to 10% of the original size.
