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HiKonv: Maximizing the Throughput of Quantized Convolution With Novel Bit-wise Management and Computation


Jul 22, 2022
Yao Chen, Junhao Pan, Xinheng Liu, Jinjun Xiong, Deming Chen

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* The conference version is pubilished in Proceedings of ASP-DAC 2022. arXiv admin note: substantial text overlap with arXiv:2112.13972 

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HiKonv: High Throughput Quantized Convolution With Novel Bit-wise Management and Computation


Dec 28, 2021
Xinheng Liu, Yao Chen, Prakhar Ganesh, Junhao Pan, Jinjun Xiong, Deming Chen

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* 7 pages, 6 figures. Accepted by ASP-DAC 2022 

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WinoCNN: Kernel Sharing Winograd Systolic Array for Efficient Convolutional Neural Network Acceleration on FPGAs


Jul 09, 2021
Xinheng Liu, Yao Chen, Cong Hao, Ashutosh Dhar, Deming Chen

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* Published in the proceedings of ASAP 2021 

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FracBNN: Accurate and FPGA-Efficient Binary Neural Networks with Fractional Activations


Dec 22, 2020
Yichi Zhang, Junhao Pan, Xinheng Liu, Hongzheng Chen, Deming Chen, Zhiru Zhang

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* Published at the 29th ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (FPGA 2021) 

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EDD: Efficient Differentiable DNN Architecture and Implementation Co-search for Embedded AI Solutions


May 06, 2020
Yuhong Li, Cong Hao, Xiaofan Zhang, Xinheng Liu, Yao Chen, Jinjun Xiong, Wen-mei Hwu, Deming Chen

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* Accepted by Design Automation Conference (DAC'2020) 

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NAIS: Neural Architecture and Implementation Search and its Applications in Autonomous Driving


Nov 18, 2019
Cong Hao, Yao Chen, Xinheng Liu, Atif Sarwari, Daryl Sew, Ashutosh Dhar, Bryan Wu, Dongdong Fu, Jinjun Xiong, Wen-mei Hwu, Junli Gu, Deming Chen

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* 8 pages, ICCAD 2019 

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Face Recognition with Hybrid Efficient Convolution Algorithms on FPGAs


Mar 23, 2018
Chuanhao Zhuge, Xinheng Liu, Xiaofan Zhang, Sudeep Gummadi, Jinjun Xiong, Deming Chen

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* This paper is accepted in GLSVLSI'18 

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