Xinheng Liu

According to our database, Xinheng Liu authored at least 11 papers between 2016 and 2022.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2022

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

Yao Chen, Junhao Pan, Xinheng Liu, Jinjun Xiong, Deming Chen

CoRR, 2022

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

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

Proceedings of the 27th Asia and South Pacific Design Automation Conference, 2022

2021

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

Yichi Zhang, Junhao Pan, Xinheng Liu, Hongzheng Chen, Deming Chen, Zhiru Zhang

Proceedings of the FPGA '21: The 2021 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, Virtual Event, USA, February 28, 2021

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

Xinheng Liu, Yao Chen, Cong Hao, Ashutosh Dhar, Deming Chen

Proceedings of the 32nd IEEE International Conference on Application-specific Systems, 2021

2020

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

Yuhong Li, Cong Hao, Xiaofan Zhang, Xinheng Liu, Yao Chen, Jinjun Xiong, Wen-mei W. Hwu, Deming Chen

Proceedings of the 57th ACM/IEEE Design Automation Conference, 2020

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

Proceedings of the 2019 IEEE International Workshop on Signal Processing Systems, 2019

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

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

Proceedings of the International Conference on Computer-Aided Design, 2019

2018

Face Recognition with Hybrid Efficient Convolution Algorithms on FPGAs.

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

Proceedings of the 2018 on Great Lakes Symposium on VLSI, 2018

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

Proceedings of the 20th System Level Interconnect Prediction Workshop, 2018

2017

High-performance video content recognition with long-term recurrent convolutional network for FPGA.

Xiaofan Zhang, Xinheng Liu, Anand Ramachandran, Chuanhao Zhuge, Shibin Tang, Peng Ouyang, Zuofu Cheng, Kyle Rupnow, Deming Chen

Proceedings of the 27th International Conference on Field Programmable Logic and Applications, 2017

2016

High Level Synthesis of Complex Applications: An H.264 Video Decoder.

Xinheng Liu, Yao Chen, Tan Nguyen, Swathi T. Gurumani, Kyle Rupnow, Deming Chen

Proceedings of the 2016 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2016