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Efficient Machine Learning, Compilers, and Optimizations for Embedded Systems


Jun 06, 2022
Xiaofan Zhang, Yao Chen, Cong Hao, Sitao Huang, Yuhong Li, Deming Chen

* This article will appear as a book chapter in a new book: Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing, Springer Nature 

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Contrastive Domain Disentanglement for Generalizable Medical Image Segmentation


May 13, 2022
Ran Gu, Jiangshan Lu, Jingyang Zhang, Wenhui Lei, Xiaofan Zhang, Guotai Wang, Shaoting Zhang

* 10 pages, 2 figures 

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AutoDistill: an End-to-End Framework to Explore and Distill Hardware-Efficient Language Models


Jan 21, 2022
Xiaofan Zhang, Zongwei Zhou, Deming Chen, Yu Emma Wang


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EH-DNAS: End-to-End Hardware-aware Differentiable Neural Architecture Search


Nov 24, 2021
Qian Jiang, Xiaofan Zhang, Deming Chen, Minh N. Do, Raymond A. Yeh

* 8 pages, 5 figures 

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One-shot Weakly-Supervised Segmentation in Medical Images


Nov 21, 2021
Wenhui Lei, Qi Su, Ran Gu, Na Wang, Xinglong Liu, Guotai Wang, Xiaofan Zhang, Shaoting Zhang


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WORD: Revisiting Organs Segmentation in the Whole Abdominal Region


Nov 17, 2021
Xiangde Luo, Wenjun Liao, Jianghong Xiao, Tao Song, Xiaofan Zhang, Kang Li, Guotai Wang, Shaoting Zhang

* Tech report (10pages, 4 figures and 7 tables), work is ongoing, any comments and suggestions are welcome, https://github.com/HiLab-git/WORD 

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F-CAD: A Framework to Explore Hardware Accelerators for Codec Avatar Decoding


Mar 08, 2021
Xiaofan Zhang, Dawei Wang, Pierce Chuang, Shugao Ma, Deming Chen, Yuecheng Li

* Published as a conference paper at Design Automation Conference 2021 (DAC'21) 

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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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