MixedNet: Network Design Strategies for Cost-Effective Quantized CNNs

This paper proposes design strategies for a low-cost quantized neural network. To prevent the classification accuracy from being degraded by quantization, a structure-design strategy that utilizes a large number of channels rather than deep layers is proposed. In addition, a squeeze-and-excitation (...

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Bibliographic Details
Main Authors: Dong-Jin Chang, Byeong-Gyu Nam, Seung-Tak Ryu
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9520426/