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An Improvement of Object Detection Performance using Multi-step Machine Learnings

Jan 19, 2021
Tomoe Kishimoto, Masahiko Saito, Junichi Tanaka, Yutaro Iiyama, Ryu Sawada, Koji Terashi

* Submitted to ICIP 2021 

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Fast convolutional neural networks on FPGAs with hls4ml

Jan 13, 2021
Thea Aarrestad, Vladimir Loncar, Maurizio Pierini, Sioni Summers, Jennifer Ngadiuba, Christoffer Petersson, Hampus Linander, Yutaro Iiyama, Giuseppe Di Guglielmo, Javier Duarte, Philip Harris, Dylan Rankin, Sergo Jindariani, Kevin Pedro, Nhan Tran, Mia Liu, Edward Kreinar, Zhenbin Wu, Duc Hoang

* 18 pages, 16 figures, 3 tables 

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Distance-Weighted Graph Neural Networks on FPGAs for Real-Time Particle Reconstruction in High Energy Physics

Aug 08, 2020
Yutaro Iiyama, Gianluca Cerminara, Abhijay Gupta, Jan Kieseler, Vladimir Loncar, Maurizio Pierini, Shah Rukh Qasim, Marcel Rieger, Sioni Summers, Gerrit Van Onsem, Kinga Wozniak, Jennifer Ngadiuba, Giuseppe Di Guglielmo, Javier Duarte, Philip Harris, Dylan Rankin, Sergo Jindariani, Mia Liu, Kevin Pedro, Nhan Tran, Edward Kreinar, Zhenbin Wu

* 15 pages, 4 figures 

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Learning representations of irregular particle-detector geometry with distance-weighted graph networks

Feb 21, 2019
Shah Rukh Qasim, Jan Kieseler, Yutaro Iiyama, Maurizio Pierini

* 15p 

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