CNN Optimization with a Genetic Algorithm

Anthony Reiling,William Mitchell,Stefan Westberg,Eric Balster,Tarek Taha

2019 IEEE National Aerospace and Electronics Conference (NAECON)（2019）

引用 4|浏览16

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摘要

Hand tuning convolutional neural networks (CNN) for performance optimization can be tedious. A novel approach using a genetic algorithm to automate CNN hyper-parameter adjustment is proposed. This automated approach shows a 5% accuracy improvement over hand tuned methods and highly energy efficient networks on the Intel Movidius Compute Stick.

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关键词

energy efficient networks,hand tuned methods,accuracy improvement,automated approach,CNN hyper-parameter adjustment,performance optimization,convolutional neural networks,hand tuning,genetic algorithm,CNN optimization

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