High Level Synthesis of Complex Applications: An H.264 Video Decoder. - Xinheng Liu; Yao Chen 008; Tan Nguyen; Swathi T. Gurumani; Kyle Rupnow; Deming Chen (FPGA, 2016)

High-performance video content recognition with long-term recurrent convolutional network for FPGA. - Xiaofan Zhang 001; Xinheng Liu; Anand Ramachandran 001; Chuanhao Zhuge; Shibin Tang; Peng Ouyang; Zuofu Cheng; Kyle Rupnow; Deming Chen (FPL, 2017)

Resource and data optimization for hardware implementation of deep neural networks targeting FPGA-based edge devices. - Xinheng Liu; Dae Hee Kim; Chang Wu; Deming Chen (SLIP@DAC, 2018)

Face Recognition with Hybrid Efficient Convolution Algorithms on FPGAs. - Chuanhao Zhuge; Xinheng Liu; Xiaofan Zhang 001; Sudeep Gummadi; Jinjun Xiong; Deming Chen (ACM Great Lakes Symposium on VLSI, 2018)

NAIS: Neural Architecture and Implementation Search and its Applications in Autonomous Driving. - Cong Hao; Yao Chen 008; Xinheng Liu; Atif Sarwari; Daryl Sew; Ashutosh Dhar; Bryan Wu; Dongdong Fu; Jinjun Xiong; Wen-Mei Hwu; Junli Gu; Deming Chen (ICCAD, 2019)

A Hybrid GPU + FPGA System Design for Autonomous Driving Cars. - Cong Hao; Junli Gu; Deming Chen; Atif Sarwari; Zhijie Jin; Husam Abu-Haimed; Daryl Sew; Yuhong Li; Xinheng Liu; Bryan Wu; Dongdong Fu (SiPS, 2019)

EDD: Efficient Differentiable DNN Architecture and Implementation Co-search for Embedded AI Solutions. - Yuhong Li; Cong Hao; Xiaofan Zhang 001; Xinheng Liu; Yao Chen 008; Jinjun Xiong; Wen-mei W. Hwu; Deming Chen (DAC, 2020)

WinoCNN: Kernel Sharing Winograd Systolic Array for Efficient Convolutional Neural Network Acceleration on FPGAs. - Xinheng Liu; Yao Chen 008; Cong Hao; Ashutosh Dhar; Deming Chen (ASAP, 2021)

FracBNN: Accurate and FPGA-Efficient Binary Neural Networks with Fractional Activations. - Yichi Zhang 006; Junhao Pan; Xinheng Liu; Hongzheng Chen; Deming Chen; Zhiru Zhang (FPGA, 2021)

HiKonv: High Throughput Quantized Convolution With Novel Bit-wise Management and Computation. - Xinheng Liu; Yao Chen 008; Prakhar Ganesh; Junhao Pan; Jinjun Xiong; Deming Chen (ASP-DAC, 2022)

HiKonv: Maximizing the Throughput of Quantized Convolution With Novel Bit-wise Management and Computation. - Yao Chen 008; Junhao Pan; Xinheng Liu; Jinjun Xiong; Deming Chen (CoRR, 2022)