Fast convolutional neural networks on FPGAs with hls4ml

Thea Aarrestad, Vladimir Loncar, Nicolò Ghielmetti, Maurizio Pierini, Sioni Summers, Jennifer Ngadiuba, Christoffer Petersson, Hampus Linander, Yutaro Iiyama, Giuseppe Di Guglielmo, Javier M. Duarte, Philip Harris, Dylan S. Rankin, Sergo Jindariani, Kevin Pedro, Nhan Tran, Mia Liu, Edward Kreinar, Zhenbin Wu, Duc Hoang. Fast convolutional neural networks on FPGAs with hls4ml. Mach. Learn. Sci. Technol., 2(4):45015, 2021. [doi]

Authors

Thea Aarrestad

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Vladimir Loncar

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Nicolò Ghielmetti

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Maurizio Pierini

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Sioni Summers

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Jennifer Ngadiuba

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Christoffer Petersson

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Hampus Linander

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Yutaro Iiyama

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Giuseppe Di Guglielmo

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Javier M. Duarte

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Philip Harris

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Dylan S. Rankin

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Sergo Jindariani

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Kevin Pedro

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Nhan Tran

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Mia Liu

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Edward Kreinar

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Zhenbin Wu

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Duc Hoang

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