Search Results for author: Kuo-Wei Chang

Found 3 papers, 0 papers with code

A Real Time 1280x720 Object Detection Chip With 585MB/s Memory Traffic

no code implementations2 May 2022 Kuo-Wei Chang, Hsu-Tung Shih, Tian-Sheuan Chang, Shang-Hong Tsai, Chih-Chyau Yang, Chien-Ming Wu, Chun-Ming Huang

Memory bandwidth has become the real-time bottleneck of current deep learning accelerators (DLA), particularly for high definition (HD) object detection.

MORPH Object +2

Efficient Accelerator for Dilated and Transposed Convolution with Decomposition

no code implementations2 May 2022 Kuo-Wei Chang, Tian-Sheuan Chang

Hardware acceleration for dilated and transposed convolution enables real time execution of related tasks like segmentation, but current designs are specific for these convolutional types or suffer from complex control for reconfigurable designs.

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