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Changbeom Kang
Publications - Â 6
Citations - Â 79
Changbeom Kang is an academic researcher. The author has contributed to research in topics: Deep learning & Mobile device. The author has an hindex of 2, co-authored 6 publications receiving 27 citations.
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Proceedings ArticleDOI
Learned Smartphone ISP on Mobile NPUs with Deep Learning, Mobile AI 2021 Challenge: Report
Andrey Ignatov,Cheng-Ming Chiang,Hsien-Kai Kuo,Anastasia Sycheva,Radu Timofte,Min-Hung Chen,Man-Yu Lee,Yu-Syuan Xu,Yu Tseng,Shusong Xu,Jin Guo,Chao-Hung Chen,Ming-Chun Hsyu,Wen-Chia Tsai,Chao-Wei Chen,Grigory Malivenko,Minsu Kwon,Myungje Lee,Jaeyoon Yoo,Changbeom Kang,Shinjo Wang,Zheng Shaolong,Hao Dejun,Xie Fen,Feng Zhuang,Yipeng Ma,Jingyang Peng,Tao Wang,Fenglong Song,Chih-Chung Hsu,Kwan-Lin Chen,Mei-Hsuang Wu,Vishal Chudasama,Kalpesh Prajapati,Heena Patel,Anjali Sarvaiya,Kishor P. Upla,Kiran B. Raja,Raghavendra Ramachandra,Christoph Busch,Etienne de Stoutz +40 more
TL;DR: In this article, an end-to-end deep learning-based image signal processing (ISP) pipeline that can replace classical hand-crafted ISPs and achieve nearly real-time performance on smartphone NPUs was developed.
Proceedings ArticleDOI
Fast Camera Image Denoising on Mobile GPUs with Deep Learning, Mobile AI 2021 Challenge: Report
Andrey Ignatov,Kim Byeoung-su,Radu Timofte,Angeline Pouget,Fenglong Song,Cheng Li,Shuai Xiao,Zhongqian Fu,Matteo Maggioni,Yibin Huang,Shen Cheng,Xin Lu,Yifeng Zhou,Liangyu Chen,Donghao Liu,Xiangyu Zhang,Haoqiang Fan,Jian Sun,Shuaicheng Liu,Minsu Kwon,Myungje Lee,Jaeyoon Yoo,Changbeom Kang,Shinjo Wang,Bin Huang,Tianbao Zhou,Shuai Liu,Lei Lei,Chaoyu Feng,Liguang Huang,Zhikun Lei,Feifei Chen +31 more
TL;DR: In this article, the authors introduced the first Mobile AI challenge, where the target is to develop an end-to-end deep learning-based image denoising solution that can demonstrate high efficiency on smartphone GPUs.
Proceedings ArticleDOI
Automatic Well Correlation by Aligning Multiple Well using Deep Neural Networks
Youngjun Hong,Changbeom Kang +1 more
TL;DR: A simple and unsupervised method for automated well logs correlation with cutting-edge machine learning techniques is proposed and a time-series alignment concept to well logsrelation is introduced, which can deal with multiple well logs of different lengths.
Posted Content
Fast Camera Image Denoising on Mobile GPUs with Deep Learning, Mobile AI 2021 Challenge: Report
Andrey Ignatov,Kim Byeoung-su,Radu Timofte,Angeline Pouget,Fenglong Song,Cheng Li,Shuai Xiao,Zhongqian Fu,Matteo Maggioni,Yibin Huang,Shen Cheng,Xin Lu,Yifeng Zhou,Liangyu Chen,Donghao Liu,Xiangyu Zhang,Haoqiang Fan,Jian Sun,Shuaicheng Liu,Minsu Kwon,Myungje Lee,Jaeyoon Yoo,Changbeom Kang,Shinjo Wang,Bin Huang,Tianbao Zhou,Shuai Liu,Lei Lei,Chaoyu Feng,Liguang Huang,Zhikun Lei,Feifei Chen +31 more
TL;DR: In this article, the authors introduced the first Mobile AI challenge, where the target is to develop an end-to-end deep learning-based image denoising solution that can demonstrate high efficiency on smartphone GPUs.
Posted Content
Learned Smartphone ISP on Mobile NPUs with Deep Learning, Mobile AI 2021 Challenge: Report
Andrey Ignatov,Cheng-Ming Chiang,Hsien-Kai Kuo,Anastasia Sycheva,Radu Timofte,Min-Hung Chen,Man-Yu Lee,Yu-Syuan Xu,Yu Tseng,Shusong Xu,Jin Guo,Chao-Hung Chen,Ming-Chun Hsyu,Wen-Chia Tsai,Chao-Wei Chen,Grigory Malivenko,Minsu Kwon,Myungje Lee,Jaeyoon Yoo,Changbeom Kang,Shinjo Wang,Zheng Shaolong,Hao Dejun,Xie Fen,Feng Zhuang,Yipeng Ma,Jingyang Peng,Tao Wang,Fenglong Song,Chih-Chung Hsu,Kwan-Lin Chen,Mei-Hsuang Wu,Vishal Chudasama,Kalpesh Prajapati,Heena Patel,Anjali Sarvaiya,Kishor P. Upla,Kiran B. Raja,Raghavendra Ramachandra,Christoph Busch,Etienne de Stoutz +40 more
TL;DR: In this article, an end-to-end deep learning-based image signal processing (ISP) pipeline that can replace classical hand-crafted ISPs and achieve nearly real-time performance on smartphone NPUs was developed.