Integrated Image Sensor and Light Convolutional Neural Network for Image Classification

Lin Cheng-Jian; Lin Chun-Hui; Wang Shyh-Hau

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Integrated Image Sensor and Light Convolutional Neural Network for Image Classification

机译：Integrated Image Sensor and Light Convolutional Neural Network for Image Classification

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Deep learning has accomplished huge success in computer vision applications such as self-driving vehicles, facial recognition, and controlling robots. A growing need for deploying systems on resource-limited or resource-constrained environments such as smart cameras, autonomous vehicles, robots, smartphones, and smart wearable devices drives one of the current mainstream developments of convolutional neural networks: reducing model complexity but maintaining fine accuracy. In this study, the proposed efficient light convolutional neural network (ELNet) comprises three convolutional modules which perform ELNet using fewer computations, which is able to be implemented in resource-constrained hardware equipment. The classification task using CIFAR-10 and CIFAR-100 datasets was used to verify the model performance. According to the experimental results, ELNet reached 92.3% and 69%, respectively, in CIFAR-10 and CIFAR-100 datasets; moreover, ELNet effectively lowered the computational complexity and parameters required in comparison with other CNN architectures.

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《Mathematical Problems in Engineering: Theory, Methods and Applications》 |2021年第12期|5573031.1-5573031.7|共7页
作者
Lin Cheng-Jian; Lin Chun-Hui; Wang Shyh-Hau;
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Natl Chin Yi Univ Technol, Dept Comp Sci & Informat Engn, Taichung 411, Taiwan|Natl Taichung Univ Sci & Technol, Coll Intelligence, Taichung 404, Taiwan;

Natl Cheng Kung Univ, Dept Comp Sci & Informat Engn, Tainan 701, Taiwan;

Natl Cheng Kung Univ, Dept Comp Sci & Informat Engn, Tainan 701, Taiwan|Natl Cheng Kung Univ, Intelligent Mfg Res Ctr, Tainan 701, Taiwan;

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Integrated Image Sensor and Light Convolutional Neural Network for Image Classification

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