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Interpretable Analysis and Pruning of Modulation Recognition ...
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由 F Ni 著作2022被引用 3 次 — An interpretable analysis and pruning framework of MR network based on Gradient-weighted Class Activation Mapping (Grad-CAM) is accordingly proposed in this ...
Interpretable Analysis and Pruning of Modulation Recognition ...
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由 F Ni 著作2022被引用 3 次 — An interpretable analysis and pruning framework of MR network based on Gradient-weighted Class Activation Mapping (Grad-CAM) is accordingly proposed in this ...
Modulation recognition network compression based on a ...
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2024年1月27日 — Interpretable Analysis and Pruning of Modulation Recognition Network Based on Deep Learning. Conference Paper. Feb 2022. Fan Ni · Min Luo · View.
Fan Ni | 4 Publications | Related Authors
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TL;DR: The experiment results show that the interpretable and pruning framework of MR network based on Grad-CAM can achieve effective explanation and ...
Modulation recognition network compression based on a ...
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Interpretable Analysis and Pruning of Modulation Recognition Network Based on Deep Learning · Fan NiMin Luo. Computer Science, Engineering. ICDSP. 2022. TLDR.
A novel criterion for deep neural network pruning
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由 SK Yeom 著作2021被引用 267 次 — In this paper, we propose a novel criterion for CNN pruning inspired by neural network interpretability: The most relevant units, i.e. weights or filters, are ...
Modulation recognition network compression based on a ...
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Interpretable analysis and pruning of modulation recognition network based on Deep Learning. Proceedings of the 6th International Conference on Digital ...
Radio Signal Modulation Recognition Method Based on ...
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2022年10月1日 — To achieve high recognition accuracy with less computational overload, we propose a radio signal modulation recognition method based on deep ...
Modulation recognition network compression based on a ...
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Interpretable analysis and pruning of modulation recognition network based on Deep Learning. Proceedings of the 6th International Conference on Digital ...
A Generic Layer Pruning Method for Signal Modulation ...
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2024年6月12日 — We introduce a novel layer pruning method to slim deep learning models for AMR. Specifically, we first calculate the similarity matrix between ...