Xinheng Liu

Publication Activity (10 Years)

Years Active: 2016-2022
Publications (10 Years): 17

Top Topics

Hardware Implementation

Autonomous Driving

Top Venues

Publications

Xinheng Liu, Yao Chen, Prakhar Ganesh, Junhao Pan, Jinjun Xiong, Deming Chen
HiKonv: High Throughput Quantized Convolution With Novel Bit-wise Management and Computation. ASP-DAC (2022)
Yao Chen, Junhao Pan, Xinheng Liu, Jinjun Xiong, Deming Chen
HiKonv: Maximizing the Throughput of Quantized Convolution With Novel Bit-wise Management and Computation. CoRR (2022)
Xinheng Liu, Yao Chen, Prakhar Ganesh, Junhao Pan, Jinjun Xiong, Deming Chen
HiKonv: High Throughput Quantized Convolution With Novel Bit-wise Management and Computation. CoRR (2021)
Xinheng Liu, Yao Chen, Cong Hao, Ashutosh Dhar, Deming Chen
WinoCNN: Kernel Sharing Winograd Systolic Array for Efficient Convolutional Neural Network Acceleration on FPGAs. CoRR (2021)
Xinheng Liu, Yao Chen, Cong Hao, Ashutosh Dhar, Deming Chen
WinoCNN: Kernel Sharing Winograd Systolic Array for Efficient Convolutional Neural Network Acceleration on FPGAs. ASAP (2021)
Yichi Zhang, Junhao Pan, Xinheng Liu, Hongzheng Chen, Deming Chen, Zhiru Zhang
FracBNN: Accurate and FPGA-Efficient Binary Neural Networks with Fractional Activations. FPGA (2021)
Yuhong Li, Cong Hao, Xiaofan Zhang, Xinheng Liu, Yao Chen, Jinjun Xiong, Wen-mei W. Hwu, Deming Chen
EDD: Efficient Differentiable DNN Architecture and Implementation Co-search for Embedded AI Solutions. DAC (2020)
Yuhong Li, Cong Hao, Xiaofan Zhang, Xinheng Liu, Yao Chen, Jinjun Xiong, Wen-Mei W. Hwu, Deming Chen
EDD: Efficient Differentiable DNN Architecture and Implementation Co-search for Embedded AI Solutions. CoRR (2020)
Yichi Zhang, Junhao Pan, Xinheng Liu, Hongzheng Chen, Deming Chen, Zhiru Zhang
FracBNN: Accurate and FPGA-Efficient Binary Neural Networks with Fractional Activations. CoRR (2020)
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
NAIS: Neural Architecture and Implementation Search and its Applications in Autonomous Driving. CoRR (2019)
Cong Hao, Junli Gu, Deming Chen, Atif Sarwari, Zhijie Jin, Husam Abu-Haimed, Daryl Sew, Yuhong Li, Xinheng Liu, Bryan Wu, Dongdong Fu
A Hybrid GPU + FPGA System Design for Autonomous Driving Cars. SiPS (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
NAIS: Neural Architecture and Implementation Search and its Applications in Autonomous Driving. ICCAD (2019)
Chuanhao Zhuge, Xinheng Liu, Xiaofan Zhang, Sudeep Gummadi, Jinjun Xiong, Deming Chen
Face Recognition with Hybrid Efficient Convolution Algorithms on FPGAs. CoRR (2018)
Chuanhao Zhuge, Xinheng Liu, Xiaofan Zhang, Sudeep Gummadi, Jinjun Xiong, Deming Chen
Face Recognition with Hybrid Efficient Convolution Algorithms on FPGAs. ACM Great Lakes Symposium on VLSI (2018)
Xinheng Liu, Dae Hee Kim, Chang Wu, Deming Chen
Resource and data optimization for hardware implementation of deep neural networks targeting FPGA-based edge devices. SLIP@DAC (2018)
Xiaofan Zhang, Xinheng Liu, Anand Ramachandran, Chuanhao Zhuge, Shibin Tang, Peng Ouyang, Zuofu Cheng, Kyle Rupnow, Deming Chen
High-performance video content recognition with long-term recurrent convolutional network for FPGA. FPL (2017)
Xinheng Liu, Yao Chen, Tan Nguyen, Swathi T. Gurumani, Kyle Rupnow, Deming Chen
High Level Synthesis of Complex Applications: An H.264 Video Decoder. FPGA (2016)