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Julian Faraone

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Super Efficient Neural Network for Compression Artifacts Reduction and Super Resolution

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Jan 26, 2024
Wen Ma, Qiuwen Lou, Arman Kazemi, Julian Faraone, Tariq Afzal

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AddNet: Deep Neural Networks Using FPGA-Optimized Multipliers

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Nov 19, 2019
Julian Faraone, Martin Kumm, Martin Hardieck, Peter Zipf, Xueyuan Liu, David Boland, Philip H. W. Leong

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SYQ: Learning Symmetric Quantization For Efficient Deep Neural Networks

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Jul 01, 2018
Julian Faraone, Nicholas Fraser, Michaela Blott, Philip H. W. Leong

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Compressing Low Precision Deep Neural Networks Using Sparsity-Induced Regularization in Ternary Networks

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Oct 10, 2017
Julian Faraone, Nicholas Fraser, Giulio Gambardella, Michaela Blott, Philip H. W. Leong

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