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IEICE Trans

Keyword : mixed-precision computing

Quantization Strategy for Achieving Low-Cost, Accurate, Pareto-Optimal Convolutional Neural Networks Based on Analysis of Quantized Weight Parameters
Kengo NAKATA Daisuke MIYASHITA Asuka MAKI Fumihiko TACHIBANA Shinichi SASAKI Jun DEGUCHI Ryuichi FUJIMOTO 
Publication:   IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences
Publication Date: 2025/11/01
Vol. E108-A  No. 11 ; pp. 1526-1535
Type of Manuscript:  PAPER
Category: Neural Networks and Bioengineering
Keyword: 
deep learning, convolutional neural networks, quantization, pruning, mixed-precision computing, 
 Summary | Full Text:PDF
Accelerating CNN Inference with an Adaptive Quantization Method Using Computational Complexity-Aware Regularization
Kengo NAKATA Daisuke MIYASHITA Jun DEGUCHI Ryuichi FUJIMOTO 
Publication:   IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences
Publication Date: 2025/02/01
Vol. E108-A  No. 2 ; pp. 149-159
Type of Manuscript:  PAPER
Category: Neural Networks and Bioengineering
Keyword: 
deep learning, convolutional neural networks, inference, quantization, mixed-precision computing, 
 Summary | Full Text:PDF