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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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GAP++: Learning to generate target-conditioned adversarial examples

Jun 09, 2020
Xiaofeng Mao, Yuefeng Chen, Yuhong Li, Yuan He, Hui Xue

* Accepted to IJCAI 2019 AIBS Workshop 

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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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Learning To Characterize Adversarial Subspaces

Nov 15, 2019
Xiaofeng Mao, Yuefeng Chen, Yuhong Li, Yuan He, Hui Xue

* Submitted to ICASSP 2020 

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Self-supervised Adversarial Training

Nov 15, 2019
Kejiang Chen, Hang Zhou, Yuefeng Chen, Xiaofeng Mao, Yuhong Li, Yuan He, Hui Xue, Weiming Zhang, Nenghai Yu

* Submitted to ICASSP 2020 

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Self-Supervised Learning For Few-Shot Image Classification

Nov 14, 2019
Da Chen, Yuefeng Chen, Yuhong Li, Feng Mao, Yuan He, Hui Xue

* Submitted to ICASSP 2020, Implementation https://github.com/phecy/ssl-few-shot 

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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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Bilinear Representation for Language-based Image Editing Using Conditional Generative Adversarial Networks

Mar 18, 2019
Xiaofeng Mao, Yuefeng Chen, Yuhong Li, Tao Xiong, Yuan He, Hui Xue

* To appear at ICASSP 2019. Implementation: https://github.com/vtddggg/BilinearGAN_for_LBIE 

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SiamVGG: Visual Tracking using Deeper Siamese Networks

Mar 03, 2019
Yuhong Li, Xiaofan Zhang


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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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