Xinheng Liu

17 papers A* 1A 3B 1Journal 7Unranked 5
YearRankTypeTitle / Venue / Authors
2022 — conf
HiKonv: High Throughput Quantized Convolution With Novel Bit-wise Management and Computation.
ASP-DAC
Xinheng Liu, Yao Chen, Prakhar Ganesh, Junhao Pan, Jinjun Xiong, Deming Chen
2022 J jnl
HiKonv: Maximizing the Throughput of Quantized Convolution With Novel Bit-wise Management and Computation.
CoRR
Yao Chen, Junhao Pan, Xinheng Liu, Jinjun Xiong, Deming Chen
2021 A conf
FracBNN: Accurate and FPGA-Efficient Binary Neural Networks with Fractional Activations.
FPGA
Yichi Zhang, Junhao Pan, Xinheng Liu, Hongzheng Chen, Deming Chen, Zhiru Zhang
2021 J jnl
HiKonv: High Throughput Quantized Convolution With Novel Bit-wise Management and Computation.
CoRR
Xinheng Liu, Yao Chen, Prakhar Ganesh, Junhao Pan, Jinjun Xiong, Deming Chen
2021 — conf
WinoCNN: Kernel Sharing Winograd Systolic Array for Efficient Convolutional Neural Network Acceleration on FPGAs.
ASAP
Xinheng Liu, Yao Chen, Cong Hao, Ashutosh Dhar, Deming Chen
2021 J jnl
WinoCNN: Kernel Sharing Winograd Systolic Array for Efficient Convolutional Neural Network Acceleration on FPGAs.
CoRR
Xinheng Liu, Yao Chen, Cong Hao, Ashutosh Dhar, Deming Chen
2020 A* conf
EDD: Efficient Differentiable DNN Architecture and Implementation Co-search for Embedded AI Solutions.
DAC
Yuhong Li, Cong Hao, Xiaofan Zhang, Xinheng Liu, Yao Chen, Jinjun Xiong, Wen-mei W. Hwu, Deming Chen
2020 J jnl
EDD: Efficient Differentiable DNN Architecture and Implementation Co-search for Embedded AI Solutions.
CoRR
Yuhong Li, Cong Hao, Xiaofan Zhang, Xinheng Liu, Yao Chen, Jinjun Xiong, Wen-mei W. Hwu, Deming Chen
2020 J jnl
FracBNN: Accurate and FPGA-Efficient Binary Neural Networks with Fractional Activations.
CoRR
Yichi Zhang, Junhao Pan, Xinheng Liu, Hongzheng Chen, Deming Chen, Zhiru Zhang
2019 — conf
A Hybrid GPU + FPGA System Design for Autonomous Driving Cars.
SiPS
Cong Hao, Junli Gu, Deming Chen, Atif Sarwari, Zhijie Jin, Husam Abu-Haimed, Daryl Sew, Yuhong Li, Xinheng Liu, Bryan Wu, Dongdong Fu
2019 A conf
NAIS: Neural Architecture and Implementation Search and its Applications in Autonomous Driving.
ICCAD
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
2019 J jnl
NAIS: Neural Architecture and Implementation Search and its Applications in Autonomous Driving.
CoRR
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
2018 — conf
Face Recognition with Hybrid Efficient Convolution Algorithms on FPGAs.
ACM Great Lakes Symposium on VLSI
Chuanhao Zhuge, Xinheng Liu, Xiaofan Zhang, Sudeep Gummadi, Jinjun Xiong, Deming Chen
2018 J jnl
Face Recognition with Hybrid Efficient Convolution Algorithms on FPGAs.
CoRR
Chuanhao Zhuge, Xinheng Liu, Xiaofan Zhang, Sudeep Gummadi, Jinjun Xiong, Deming Chen
2018 — conf
Resource and data optimization for hardware implementation of deep neural networks targeting FPGA-based edge devices.
SLIP@DAC
Xinheng Liu, Dae Hee Kim, Chang Wu, Deming Chen
2017 B conf
High-performance video content recognition with long-term recurrent convolutional network for FPGA.
FPL
Xiaofan Zhang, Xinheng Liu, Anand Ramachandran, Chuanhao Zhuge, Shibin Tang, Peng Ouyang, Zuofu Cheng, Kyle Rupnow, Deming Chen
2016 A conf
High Level Synthesis of Complex Applications: An H.264 Video Decoder.
FPGA
Xinheng Liu, Yao Chen, Tan Nguyen, Swathi T. Gurumani, Kyle Rupnow, Deming Chen