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2020 – today
- 2022
[c10]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: 140-146- [i7]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 abs/2208.00763 (2022) - 2021
- [c9]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: 258-265 - [c8]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: 171-182 - [i6]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 abs/2107.04244 (2021) - [i5]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 abs/2112.13972 (2021) - 2020
- [c7]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: 1-6 - [i4]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 abs/2005.02563 (2020) - [i3]Yichi Zhang, Junhao Pan, Xinheng Liu, Hongzheng Chen, Deming Chen, Zhiru Zhang:
FracBNN: Accurate and FPGA-Efficient Binary Neural Networks with Fractional Activations. CoRR abs/2012.12206 (2020)
2010 – 2019
- 2019
- [c6]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: 1-8 - [c5]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: 121-126 - [i2]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 abs/1911.07446 (2019) - 2018
- [c4]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: 1:1-1:8 - [c3]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: 123-128 - [i1]Chuanhao Zhuge, Xinheng Liu, Xiaofan Zhang, Sudeep Gummadi, Jinjun Xiong, Deming Chen:
Face Recognition with Hybrid Efficient Convolution Algorithms on FPGAs. CoRR abs/1803.09004 (2018) - 2017
- [c2]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: 1-4 - 2016
- [c1]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: 224-233
Coauthor Index
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