Accelerating Deep Learning Tasks with Optimized GPU-assisted Image Decoding

In computer vision deep learning (DL) tasks, most of the input image datasets are stored in the JPEG format. These JPEG datasets need to be decoded before DL tasks are performed on them. We observe two problems in the current JPEG decoding procedures for DL tasks: (1) the decoding of image entropy d...

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Bibliographic Details

Published in:	Proceedings - International Conference on Parallel and Distributed Systems pp. 274 - 281
Main Authors:	Wang, Lipeng, Luo, Qiong, Yan, Shengen
Format:	Conference Proceeding
Language:	English
Published:	IEEE 01.12.2020
Subjects:	Decoding Deep learning GPU Graphics processing units Hardware heterogeneous processing image decoding Iterative decoding parallel processing Task analysis Transform coding
ISSN:	2690-5965
Online Access:	Get full text
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