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ISP4ML: Understanding the Role of Image Signal Processing in Efficient Deep Learning Vision Systems [article]

Patrick Hansen, Alexey Vilkin, Yury Khrustalev, James Imber, David Hanwell, Matthew Mattina, Paul N. Whatmough
2021 arXiv   pre-print
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

Binh Thanh Kieu, Inigo Jauregi Unanue, Son Bao Pham, Hieu Xuan Phan, Massimo Piccardi
2021 2020 25th International Conference on Pattern Recognition (ICPR)  
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