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ISP4ML: Understanding the Role of Image Signal Processing in Efficient Deep Learning Vision Systems
[article]
2021
arXiv
pre-print
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In CV systems, it is not clear what the role of the ISP is, or if it is even required at all for accurate prediction. ...
Convolutional neural networks (CNNs) are now predominant components in a variety of computer vision (CV) systems. ...
Recent research has focused on developing dedicated hardware for efficient deep learning inference [19] , [3] . ...
arXiv:1911.07954v4
fatcat:jkhajwhkgvamnajg55gxis5nby
Learning Neural Textual Representations for Citation Recommendation
2021
2020 25th International Conference on Pattern Recognition (ICPR)
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2021; you can also visit the original URL.
The file type is application/pdf.
Matthew;
Whatmough, Paul
779
ISP4ML: The Role of Image Signal Processing in Efficient Deep
Learning Vision Systems
DAY 1 -Jan 12, 2021
Liu, Dongfang; Cui, Yiming; Guo,
Xiaolei; Ding, Wei; Yang ...
of Stereo Vision Using Deep Learning-
Based Prior Information of the Driving Environment
DAY 2 -Jan 13, 2021
Mitsuno, Kakeru; Nomura,
Yuichiro; Kurita, Takio
2083
Channel Planting for Deep Neural ...
doi:10.1109/icpr48806.2021.9412725
fatcat:3vge2tpd2zf7jcv5btcixnaikm