Super Efficient Neural Network for Compression Artifacts Reduction and Super Resolution. - Ma, Wen; Lou, Qiuwen; Kazemi, Arman; Faraone, Julian; Afzal, Tariq (2024)

Super Efficient Neural Network for Compression Artifacts Reduction and Super Resolution. - Ma, Wen; Lou, Qiuwen; Kazemi, Arman; Faraone, Julian; Afzal, Tariq (CoRR, 2024)

A Block Minifloat Representation for Training Deep Neural Networks. - Fox, Sean; Rasoulinezhad, Seyedramin; Faraone, Julian; Boland, David; Leong, Philip H. W. (2021)

AddNet: Deep Neural Networks Using FPGA-Optimized Multipliers. - Faraone, Julian; Kumm, Martin; Hardieck, Martin; Zipf, Peter; Liu, Xueyuan; Boland, David; Leong, Philip H. W. (IEEE Trans. Very Large Scale Integr. Syst., 2020)

Training Deep Neural Networks in Low-Precision with High Accuracy Using FPGAs. - Fox, Sean; Faraone, Julian; Boland, David; Vissers, Kees A.; Leong, Philip H. W. (2019)

AddNet: Deep Neural Networks Using FPGA-Optimized Multipliers. - Faraone, Julian; Kumm, Martin; Hardieck, Martin; Zipf, Peter; Liu, Xueyuan; Boland, David; Leong, Philip H. W. (CoRR, 2019)

Redundancy-Reduced MobileNet Acceleration on Reconfigurable Logic for ImageNet Classification. - Su, Jiang; Faraone, Julian; Liu, Junyi; Zhao, Yiren; Thomas, David B.; Leong, Philip Heng Wai; Cheung, Peter Y. K. (2018)

SYQ: Learning Symmetric Quantization for Efficient Deep Neural Networks. - Faraone, Julian; Fraser, Nicholas J.; Blott, Michaela; Leong, Philip H. W. (2018)

Customizing Low-Precision Deep Neural Networks for FPGAs. - Faraone, Julian; Gambardella, Giulio; Fraser, Nicholas J.; Blott, Michaela; Leong, Philip H. W.; Boland, David (2018)

Long Short-Term Memory for Radio Frequency Spectral Prediction and its Real-Time FPGA Implementation. - Siddhartha; Lee, Yee Hui; Moss, Duncan J. M.; Faraone, Julian; Blackmore, Perry; Salmond, Daniel; Boland, David; Leong, Philip H. W. (2018)

SYQ: Learning Symmetric Quantization For Efficient Deep Neural Networks. - Faraone, Julian; Fraser, Nicholas J.; Blott, Michaela; Leong, Philip Heng Wai (CoRR, 2018)

FPGA Implementations of Kernel Normalised Least Mean Squares Processors. - Fraser, Nicholas J.; Lee, JunKyu; Moss, Duncan J. M.; Faraone, Julian; Tridgell, Stephen; Jin, Craig T.; Leong, Philip Heng Wai (ACM Trans. Reconfigurable Technol. Syst., 2017)

Compressing Low Precision Deep Neural Networks Using Sparsity-Induced Regularization in Ternary Networks. - Faraone, Julian; Fraser, Nicholas J.; Gambardella, Giulio; Blott, Michaela; Leong, Philip Heng Wai (2017)

Compressing Low Precision Deep Neural Networks Using Sparsity-Induced Regularization in Ternary Networks. - Faraone, Julian; Fraser, Nicholas J.; Gambardella, Giulio; Blott, Michaela; Leong, Philip Heng Wai (CoRR, 2017)