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Hardware-aware Real-time Myocardial Segmentation Quality Control in Contrast Echocardiography


Sep 14, 2021
Dewen Zeng, Yukun Ding, Haiyun Yuan, Meiping Huang, Xiaowei Xu, Jian Zhuang, Jingtong Hu, Yiyu Shi

* 4 pages, DAC'21 invited paper 

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Segmentation with Multiple Acceptable Annotations: A Case Study of Myocardial Segmentation in Contrast Echocardiography


Jun 29, 2021
Dewen Zeng, Mingqi Li, Yukun Ding, Xiaowei Xu, Qiu Xie, Ruixue Xu, Hongwen Fei, Meiping Huang, Jian Zhuang, Yiyu Shi

* 12 pages 

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Multi-Cycle-Consistent Adversarial Networks for Edge Denoising of Computed Tomography Images


Apr 25, 2021
Xiaowe Xu, Jiawei Zhang, Jinglan Liu, Yukun Ding, Tianchen Wang, Hailong Qiu, Haiyun Yuan, Jian Zhuang, Wen Xie, Yuhao Dong, Qianjun Jia, Meiping Huang, Yiyu Shi

* 16 pages, 7 figures, 4 tables, accepted by the ACM Journal on Emerging Technologies in Computing Systems (JETC). arXiv admin note: substantial text overlap with arXiv:2002.12130 

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Improving the Reconstruction of Disentangled Representation Learners via Multi-Stage Modelling


Oct 25, 2020
Akash Srivastava, Yamini Bansal, Yukun Ding, Cole Hurwitz, Kai Xu, Bernhard Egger, Prasanna Sattigeri, Josh Tenenbaum, David D. Cox, Dan Gutfreund


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Multi-Cycle-Consistent Adversarial Networks for CT Image Denoising


Feb 27, 2020
Jinglan Liu, Yukun Ding, Jinjun Xiong, Qianjun Jia, Meiping Huang, Jian Zhuang, Bike Xie, Chun-Chen Liu, Yiyu Shi

* Accepted in ISBI 2020. 5 pages, 4 figures 

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Real-Time Boiler Control Optimization with Machine Learning


Mar 07, 2019
Yukun Ding, Yiyu Shi

* To appear in TC-CPS Newsletter 

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Evaluation of Neural Network Uncertainty Estimation with Application to Resource-Constrained Platforms


Mar 05, 2019
Yukun Ding, Jinglan Liu, Jinjun Xiong, Yiyu Shi

* 8 pages, 5 figures 

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On the Universal Approximability and Complexity Bounds of Quantized ReLU Neural Networks


Sep 27, 2018
Yukun Ding, Jinglan Liu, Jinjun Xiong, Yiyu Shi

* 18 pages 

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PBGen: Partial Binarization of Deconvolution-Based Generators for Edge Intelligence


Mar 21, 2018
Jinglan Liu, Jiaxin Zhang, Yukun Ding, Xiaowei Xu, Meng Jiang, Yiyu Shi

* 17 pages, paper re-organized; 

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