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Effective Algorithm-Accelerator Co-design for AI Solutions on Edge Devices

Oct 15, 2020
Cong Hao, Yao Chen, Xiaofan Zhang, Yuhong Li, Jinjun Xiong, Wen-mei Hwu, Deming Chen

* GLSVLSI, September 7-9, 2020 

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

May 06, 2020
Yuhong Li, Cong Hao, Xiaofan Zhang, Xinheng Liu, Yao Chen, Jinjun Xiong, Wen-mei Hwu, Deming Chen

* Accepted by Design Automation Conference (DAC'2020) 

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HybridDNN: A Framework for High-Performance Hybrid DNN Accelerator Design and Implementation

Apr 08, 2020
Hanchen Ye, Xiaofan Zhang, Zhize Huang, Gengsheng Chen, Deming Chen

* Published as a conference paper at Design Automation Conference 2020 (DAC'20) 

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AutoDNNchip: An Automated DNN Chip Predictor and Builder for Both FPGAs and ASICs

Jan 06, 2020
Pengfei Xu, Xiaofan Zhang, Cong Hao, Yang Zhao, Yongan Zhang, Yue Wang, Chaojian Li, Zetong Guan, Deming Chen, Yingyan Lin

* Accepted by 28th ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (FPGA'2020) 

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Large-scale Gastric Cancer Screening and Localization Using Multi-task Deep Neural Network

Oct 12, 2019
Hong Yu, Xiaofan Zhang, Lingjun Song, Liren Jiang, Xiaodi Huang, Wen Chen, Chenbin Zhang, Jiahui Li, Jiji Yang, Zhiqiang Hu, Qi Duan, Wanyuan Chen, Xianglei He, Jinshuang Fan, Weihai Jiang, Li Zhang, Chengmin Qiu, Minmin Gu, Weiwei Sun, Yangqiong Zhang, Guangyin Peng, Weiwei Shen, Guohui Fu

* under major revision 

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SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded Systems

Sep 20, 2019
Xiaofan Zhang, Haoming Lu, Cong Hao, Jiachen Li, Bowen Cheng, Yuhong Li, Kyle Rupnow, Jinjun Xiong, Thomas Huang, Honghui Shi, Wen-mei Hwu, Deming Chen


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SkyNet: A Champion Model for DAC-SDC on Low Power Object Detection

Jul 09, 2019
Xiaofan Zhang, Cong Hao, Haoming Lu, Jiachen Li, Yuhong Li, Yuchen Fan, Kyle Rupnow, Jinjun Xiong, Thomas Huang, Honghui Shi, Wen-mei Hwu, Deming Chen


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A Bi-Directional Co-Design Approach to Enable Deep Learning on IoT Devices

May 20, 2019
Xiaofan Zhang, Cong Hao, Yuhong Li, Yao Chen, Jinjun Xiong, Wen-mei Hwu, Deming Chen

* Accepted by the ICML 2019 Workshop on On-Device Machine Learning & Compact Deep Neural Network Representations (ODML-CDNNR) 

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FPGA/DNN Co-Design: An Efficient Design Methodology for IoT Intelligence on the Edge

Apr 09, 2019
Cong Hao, Xiaofan Zhang, Yuhong Li, Sitao Huang, Jinjun Xiong, Kyle Rupnow, Wen-mei Hwu, Deming Chen

* Accepted by Design Automation Conference (DAC'2019) 

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Heterogeneous Memory Enhanced Multimodal Attention Model for Video Question Answering

Apr 08, 2019
Chenyou Fan, Xiaofan Zhang, Shu Zhang, Wensheng Wang, Chi Zhang, Heng Huang


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SiamVGG: Visual Tracking using Deeper Siamese Networks

Mar 03, 2019
Yuhong Li, Xiaofan Zhang


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Design Flow of Accelerating Hybrid Extremely Low Bit-width Neural Network in Embedded FPGA

Oct 25, 2018
Junsong Wang, Qiuwen Lou, Xiaofan Zhang, Chao Zhu, Yonghua Lin, Deming Chen

* Accepted by International Conference on Field-Programmable Logic and Applications (FPL'2018) 

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CSRNet: Dilated Convolutional Neural Networks for Understanding the Highly Congested Scenes

Apr 11, 2018
Yuhong Li, Xiaofan Zhang, Deming Chen

* Accepted by CVPR 2018 

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Face Recognition with Hybrid Efficient Convolution Algorithms on FPGAs

Mar 23, 2018
Chuanhao Zhuge, Xinheng Liu, Xiaofan Zhang, Sudeep Gummadi, Jinjun Xiong, Deming Chen

* This paper is accepted in GLSVLSI'18 

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Embedding Label Structures for Fine-Grained Feature Representation

Mar 11, 2016
Xiaofan Zhang, Feng Zhou, Yuanqing Lin, Shaoting Zhang


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