徐小維(研究人員)

徐小維(研究人員)

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博士，助理研究員，廣東省人民醫院高層次引進人才。

基本介紹

  • 中文名：徐小維
  • 外文名：Xiaowei XU
  • 國籍：中國
  • 民族：漢族
  • 畢業院校：華中科技大學
  • 職業：科學研究
  • 主要成就：Nature子刊Electronics 2篇，中國計算機學會（CCF）推薦A類9篇（包括人工智慧領域頂級會議CVPR，AAAI等），CCF推薦B及C類 7篇，以及醫療圖像領域頂級會議MICCAI 6篇
  • 工作單位：廣東省人民醫院
人物經歷,研究方向,期刊論文,會議論文,

人物經歷

2011 年和2016年在華中科技大學電子科學與技術系分別獲得工學學士和工學博士學位。2016年至2019年在美國聖母大學進行research fellow研究。2019年以廣東省人民醫院高層次人才進入廣東省人民醫院進行醫療人工智慧的研究工作。
一直從事機器學習，人工智慧，生物醫學圖像方面的研究工作，在國內外有影響的期刊和會議上發表論文50多篇，其中包括Nature子刊Electronics 2篇（一一作，一共同通訊），中國計算機學會（CCF）推薦A類期刊與會議論文9篇（一作5篇，包括人工智慧領域頂級會議CVPR，AAAI等），CCF推薦B及C類會議及期刊論文 7篇（一作 3篇，ICCAD，BIBM等），以及醫療圖像領域頂級會議MICCAI論文6篇（一作3篇）。2019年起任職於廣東省人民醫院心血管人工智慧與三維技術實驗室，助理研究員。研究主要集中在醫療圖像處理，自動診斷等。
其所在的廣東省人民醫院廣東省心血管病研究所是“國家心血管病區域醫療中心”（復旦版醫院排名，心血管病排名第四，心外科排名第四）。心血管人工智慧與三維技術實驗室主任為莊建，其亦為廣東省心血管病研究所首席科學家，前廣東省人民醫院院長。作為實驗室人工智慧方面的主要負責人，在莊建教授帶領下，在廣東以至在整個華南地區，在人工智慧套用於心血管病的篩查，診斷，手術和預後上，都做了大量領先的工作。被包括中央電視台和廣東衛視等主流媒體多次報導。同時我們與產業界也有大量的合作，如騰訊醫療，珠海賽納3D列印公司等。

研究方向

機器學習，人工智慧，圖像分割，醫療圖像處理，自動診斷

期刊論文

  • [J18] Dongxu Wei, Xiaowei Xu and Kejie Huang, "GAC-GAN: A General Method for Appearance-Controllable Human Video Motion Transfer", IEEE Transactions on Multimedia (TMM '20, CCF-B), Vol. 29, Iss. 1-2, pp. 1-14, ISSN:1520-9210, 2020.DOWNLOAD
  • [J17] Jinglan Liu, Jiaxin Zhang, Yukun Ding, Xiaowei Xu, Meng Jiang and Yiyu Shi, "Binarizing Weights Wisely for Edge Intelligence: Guide for Partial Binarization of Deconvolution-Based Generators", IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD '20, CCF-A), Vol. 29, Iss. 1-2, pp. 1-14, ISSN:0278-0070, 2020.DOWNLOAD
  • [J16] Yukun Ding, Xiaowei Xu, Jinglan Liu, Weiwen Jiang, Sharon Xiaobo Hu, Jingjun Xiong and Yiyu Shi, "The Hardware Implication of Neural Networks Competency-Awareness", Nature Electronics, Top journal (NE '20, Top journal), Vol. 29, Iss. 1-2, pp. 1-14, ISSN:2520-1131, 2020.DOWNLOAD
  • [J15] Xiaowei Xu*, Xinyi Zhang*, Bei Yu, Xiaobo Sharon Hu, Christopher Rowen, Jingtong Hu, and Yiyu Shi, "DAC-SDC Low Power Object Detection Challenge for UAV Applications", IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI '19, CCF-A), Vol. 29, Iss. 1-2, pp. 1-14, ISSN:1939-3539, 2019.DOWNLOAD
  • [J14] Dawei Li, Xiaowei Xu, Leibo Liu, Yiyu Shi, Cheng Zhuo, "Optimal Design of a Low-Power Phase-Switching Modulator for Implantable Medical Applications", Integration, the VLSI Journal (Integration '19, CCF-C), Vol. 69, Iss. 289-300, pp. 289-300, ISSN:0167-9260, 2019.DOWNLOAD
  • [J13] Xiaowei Xu, Feng Lin, Wenyao Xu, Xinwei Yao and Yiyu Shi, Dewen Zeng, Yu Hu, "MDA: A Reconfigurable Memristor-Based Distance Accelerator for Time Series Mining on Data Centers", IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD '18, CCF-A), Vol. 38, Iss. 1-2, pp. 385-397, ISSN:0278-0070, 2018.DOWNLOAD
  • [J12] Xiaowei Xu, Yukun Ding, Sharon Xiaobo Hu, Michael Niemier, Jason Cong, Yu Hu, and Yiyu Shi, "Scaling for edge inference of deep neural networks", Nature Electronics, Top journal (NE '18, Top journal), Vol. 1, Iss. 4, pp. 216-222, ISSN:2520-1131, 2018.DOWNLOAD
  • [J11] Xiaowei Xu, Feng Lin, Aosen Wang, Qing Lu, Wenyao Xu, Yiyu Shi and Yu Hu, "Accelerating Dynamic Time Warping With Memristor-Based Customized Fabrics", IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD '18, CCF-A), Vol. 37, Iss. 4, pp. 729-741, ISSN:0278-0070, 2018.DOWNLOAD
  • [J10] Xiaowei Xu, "On the Quantization of Cellular Neural Networks for Cyber-Physical Systems", IEEE Technical Committee on Cyber-Physical Systems (CPS) Newsletter (TC-CCPS Newsletter '18), Vol. 10, Iss. 5, pp. 1932-4545, 2018.DOWNLOAD
  • [J9] Xiaowei Xu, Qing Lu, Tianchen Wang, Yu Hu, Chen Zhuo, Jinglan Liu, Yiyu Shi, "Efficient Hardware Implementation of Cellular Neural Networks with Incremental Quantization and Early Exit", Journal of Emerging Technologies in Computing Systems (JETC '18, CCF-C), Vol. 14, Iss. 4, pp. 1-20, ISSN:1550-4832, 2018.DOWNLOAD
  • [J8] Zhongyang Liu, Shanheng Luo, Xiaowei Xu, Yiyu Shi, Chen Zhuo, "A Multi-Level Opti-mization Framework for FPGA-Based Cellular Neural Network Implementation", Journal of Emerging Technologies in Computing Systems (JETC '18, CCF-C), Vol. 14, Iss. 4, pp. 1-20, ISSN:1550-4832, 2018.DOWNLOAD
  • [J7] Zhongyang Liu, Chen Zhuo, Xiaowei Xu, "An efficient segmentation method using quantized and non-linear CeNN for breast tumor classification", Electronics Letters (EL '18), Vol. 54, Iss. 12, pp. 737-738, ISSN: 0013-5194, 2018.DOWNLOAD
  • [J6] Li Zhang, Dawei Li, Xuecheng Zou, Yu Hu, Xiaowei Xu, "Scalable and Parameterized Architecture for Efficient Stream Mining", IEICE transections on Fundamentals of Electronics,Communications and Computer Sciences (IEICE '18), Vol. E101-A, Iss. 1, pp. 219-231, ISSN: 1745-1337, 2017.DOWNLOAD
  • [J5] Li Zhang, Xiaowei Xu, Dawei Li, Xiaofei Chen, Xuecheng Zou, "A single phase modulation for pulse-based inductive-coupling connection in 3D stacked chip", IEICE Electronics Express (IEICE '17), Vol. 14, Iss. 20, pp. 343-350, ISSN: 1745-1337, 2017.DOWNLOAD
  • [J4] Feng Lin, Chen Song, Xiaowei Xu, Lora Cavuoto, Wenyao Xu, "Patient Handling Activity Recognition Through Pressure-Map Manifold Learning Using A Footwear Sensor", Smart Health (SH '17), Vol. 1, Iss. 2, pp. 77-92, ISSN: 2352-6483, 2017. DOWNLOAD
  • [J3] Xiaowei Xu, Feng Lin, Aosen Wang, Yu Hu, Ming-chun Huang, and Wenyao Xu, "Body-Earth Mover 's Distance: A Matching-Based Approach for Sleep Posture Recognition", IEEE Transactions on Biomedical Circuits and Systems (TBioCAS '16), Vol. 10, Iss. 5, pp. 1932-4545, ISSN:0278-0070, 2016.DOWNLOAD
  • [J2] Xiaowei Xu, Lu Pu, Tao Jiang, Zhijun Qiu, and Yu Hu, "A Comparison Study of Connected Vehicle Systems between Named Data Networking and IP", Journal of Internet Technology (JIT '15), Vol. 16, Iss. 2, pp. 343-350, ISSN:1607-9264, 2015.DOWNLOAD
  • [J1] Jiangchen Li, Xiaowei Xu, Junpei Han, Yu Hu, and Xuecheng Zou, "Synchronized pulsedLED algorithm for ambient infrared noise minimization in FTIR-based multitouch system", Infrared and Laser Engineering (ILE '13), Vol. 42, Iss. 6, ISSN:1007-2276, 2013.DOWNLOAD

會議論文

  • [C37] Shao-Cheng Wen, Yu-Jen Chen, Zihao Liu, Wujie Wen, Xiaowei Xu, Yiyu Shi, Tsung-Yi Ho, Meiping Huang, Haiyun Yuan, and Jian Zhuang, "Do noises bother human and neural networks in the same way? A medical image analysis perspective", IEEE International Conference on Bioinformatics and Biomedicine (BIBM, CCF B), 2020. (accepted!)DOWNLOAD
  • [C36] BIBM'20 Jiawei Zhang, Yanchun Zhang, Shanfeng Zhu, Xiaowei Xu, "Constrained Multi-scale Dense Connections for Accurate Biomedical Image Segmentation", IEEE International Conference on Bioinformatics and Biomedicine (BIBM, CCF B), 2020.DOWNLOAD
  • [C35] Xiaowei Xu, Tianchen Wang, Jian Zhuang, Haiyun Yuan, Meiping Huang, Qianjun Jia, Jianzheng Cen, Yuhao Dong, Yiyu Shi, "ImageCHD: A 3D Computed Tomography Image Dataset for Classification of Congenital Heart Disease", 23rd International Conference on Medical Image Computing and Computer Assisted Interventions (MICCAI '20, Top conference in medical imaging), October 4-8, VIirtual Conference, 2020.DOWNLOAD
  • [C34] Tianchen Wang*, Xiaowei Xu*, Jinjun Xiong, Qianjun Jia, Haiyun Yuan, Meiping Huang, Jian Zhuang, Yiyu Shi, "ICA-UNet: ICA Inspired Statistical UNet for Real-time 3D CardiacCine MRI Segmentation", 23rd International Conference on Medical Image Computing and Computer Assisted Interventions (MICCAI '20, Top conference in medical imaging), October 4-8, VIirtual Conference, 2020.DOWNLOAD
  • [C33] Zihao Liu, Sicheng Li, Yen-Kuang Chen, Tao Liu, Qi Liu, Xiaowei Xu, Yiyu Shi, Wujie Wen, "Orchestrating Medical Image Compression and Remote Segmentation Networks", 23rd International Conference on Medical Image Computing and Computer Assisted Interventions (MICCAI '20, Top conference in medical imaging), October 4-8, VIirtual Conference, 2020.DOWNLOAD
  • [C32] Song Bian, Xiaowei Xu, Weiwen Jiang, Yiyu Shi, Takashi Sato, "BUNET: BlindMedical Image Segmentation Based on Secure UNET", 23rd International Conference on Medical Image Computing and Computer Assisted Interventions (MICCAI '20, Top conference in medical imaging), October 4-8, VIirtual Conference, 2020.DOWNLOAD
  • [C31] Yu-Jen Chen, Yen-Jeng Chang, Shao-Cheng Wen, Xiaowei Xu, Tsung-Yi Ho, Qianjun Jia, Meiping Huang, Jian Zhuang, and Yiyu Shi, "Zero-Shot Medical Image Artifact Reduction", Proceedings of IEEE International Symposium on Biomedical Imaging (ISBI) (ISBI '20), pp. 8300–8308, April 3-7, VIirtual Conference, 2020.DOWNLOAD
  • [C30] Dewen Zeng, Weiwen Jiang, Tianchen Wang, Xiaowei Xu, Haiyun Yuan, Meiping Huang,Jian Zhuang, Jingtong Hu and Yiyu Shi, "Towards Cardiac Intervention Assistance: Hardware-Aware Neural Architecture Exploration for Real-Time 3D Cardiac Cine MRI Segmentation", IEEE/ACM International Conference on Computer-Aided Design (ICCAD '20, CCF-B), pp. 8300–8308, November 2-5, 2020 VIirtual Conference, 2020.DOWNLOAD
  • [C29] Yukun Ding, Jinglan Liu, Xiaowei Xu, Meiping Huang, Jian Zhuang, Jinjun Xiong, Yiyu Shi, "Uncertainty-Aware Training of Neural Networks for Selective Medical Image Segmentation", International Conference on Medical Imaging with Deep Learning (MIDL '20), July 6-9, VIirtual Conference, 2020.DOWNLOAD
  • [C28] Qing Lu, Weiwen Jiang, Xiaowei Xu, Yiyu Shi, Jingtong Hu, "On Neural Architecture Search for Resource-Constrained Hardware Platforms", IEEE/ACM International Conference on Computer-Aided Design (ICCAD '20, CCF-B), November 4-7, Westminster, Colorado, 2019.DOWNLOAD
  • [C27] Xiaowei Xu, Tianchen Wang, Yiyu Shi, Qianjun Jia, Haiyun Yuan, Meiping Huang,Jian Zhuang, "Whole Heart and Great Vessel Segmentation in Congenital Heart Disease Using Deep Neural Networks and Graph Matching", the 22nd International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI '19, Top conference in medical imaging), 13-17 Oct, Shenzhen, 2019.DOWNLOAD
  • [C26] Tianchen Wang, Xiaowei Xu, jingjun, Xiong, Yiyu Shi, "MSU-Net: Multiscale Statistical U-Net for Real-Time 3D Cardiac MRI Video Segmentation", the 22nd International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI '19, Top conference in medical imaging), 13-17 Oct, Shenzhen, 2019.DOWNLOAD
  • [C25] Xiaowei Xu, Meiping Huang, Qianjun Jia, Hailong Qiu, Haiyun Yuan, Yuhao Dong, Jian Zhuang and Yiyu Shi, "Accurate Congenital Heart Disease Model Generation for 3D Printing", IEEE International Workshop in Signal Processing Systems (SiPS '19), 20-23 Oct, Nanjing, China, 2019.DOWNLOAD
  • [C24] Boyang Li, Changhao Chenli, Xiaowei Xu, Taeho Jung and Yiyu Shi, "Exploiting Computation Power of Blockchain for Biomedical Image Segmentation", IEEE Conference on Computer Vision and Pattern Recognition (CVPR '19) Workshops (CVPRW '19), 16-20 June, Long Beach, US, 2019.DOWNLOAD
  • [C23] Zihao Liu, Xiaowei Xu, Tao Liu, Qi Liu, Yanzhi Wang, Meiping Huang, Haiyun Yuan,Jian Zhuang, Yiyu Shi, "Machine Vision Guided 3D Medical Image Compression for Efficient Transmission and Accurate Segmentation in the Clouds", IEEE Conference on Computer Vision and Pattern Recognition (CVPR '19, CCF-A), 16-20 June, Long Beach, US, 2019.DOWNLOAD
  • [C22] Tianchen Wang, Xiaowei Xu, jingjun, Xiong, Yiyu Shi, "SCNN: A General Distribution based Statistical Convolutional Neural Networkwith Application to Video Object Detection", The 33th AAAI Conference on Artificial Intelligence (AAAI '19, CCF-A), 27 Jan-1 Feb, Honolulu, US, 2019.DOWNLOAD
  • [C21] Xiaowei Xu, Qing Lu, Lin Yang, Sharon Hu, Danny Chen, Yu Hu, Yiyu Shi, "Quantization of Fully Convolutional Networks for Accurate Biomedical Image Segmentation", IEEE Conference on Computer Vision and Pattern Recognition (CVPR '19, CCF-A), 19-21 June, Salt Lake City, 2018.DOWNLOAD
  • [C20] Zeyu Yan, Xiaowei Xu, Guangyu Yu, Hu Yu, "Empowering Edge Mining on Smartphones with Reconfigurable Fabrics", China Semiconductor Technology International Conference (CSTIC '17), 11-12 March, Shanghai, 2018.DOWNLOAD
  • [C19] Guangyu Yu, Xiaowei Xu, Zeyu Yan, Hu Yu, "Accelerating Earth Movers Distance with Instruction Set Extension for Image Retrieval", China Semiconductor Technology International Conference (CSTIC '17), 11-12 March, Shanghai, 2018.DOWNLOAD
  • [C18] Xiaowei Xu, Dewen Zeng, Wenyao Xu, Yiyu Shi, Yu Hu, "An Efficient Memristor-Based Distance Accelerator for Time Series Data Mining on Data Centers", The 54th Design Automation Conference (DAC '17, CCF-A), June 18-22, Austin, TX, US, 2017.DOWNLOAD
  • [C17] Xiaowei Xu, Qing Lu, Tianchen Wang, Jinglan Liu, Chen Zhuo, Sharon Hu, Yiyu Shi, "Empowering Mobile Telemedicine with Compressed Cellular Neural Networks", IEEE/ACM 2017 International Conference On Computer-Aided Design (ICCAD '17, CCF-B), Nov 13-16, Irvine, CA, US, 2017.DOWNLOAD
  • [C16] Xiaowei Xu, Qing Lu, Tianchen Wang, Jinglan Liu, Yu Hu and Yiyu Shi, "Efficient Hardware Implementation of Cellular Neural Networks with Powers-of-Two Based Incremental Quantization", Neuromorphic Computing Symposium (NCS '17), July, Knoxville Tennessee, 2017.DOWNLOAD
  • [C15] Zhongyang Liu, Shaoheng Luo, Xiaowei Xu, Yiyu Shi and Chen Zhuo, "A Multi-Level Optimization Framework for Efficient FPGA-Based Cellular Neural Network Implementatio", Neuromorphic Computing Symposium (NCS '17), July, Knoxville Tennessee, 2017.DOWNLOAD
  • [C14] Guanbing Deng, Hanqing Zhou, Guangyu Yu, Zeyu Yan, Yu Hu, Xiaowei Xu, "Scalable and parameterized dynamic time warping architecture for efficient vehicle re-identification", 4th International Conference on Transportation Information and Safety (ICTIS '17), 8-10 Aug, Banff, AB, Canada, 2017.DOWNLOAD
  • [C13] Kun Woo Cho, Feng Lin, Chen Song, Xiaowei Xu, Fuxing Gu, and Wenyao Xu, "Thermal Handprint Analysis for Forensic Identification using Heat-Earth Mover 's Distance", IEEE International Conference on Identity, Security and Behavior Analysis (ISBA '16), 29 Feb.-2 March, Sendai, Japan, 2016.DOWNLOAD
  • [C12] Feng Lin, Chen Song, Xiaowei Xu, Lora Cavuoto, Wenyao Xu, "Sensing from the Bottom: Smart Insole Enabled Patient Handling Activity Recognition Through Manifold Learning", IEEE International Conference on Connected Health: Applications, Systems and Engineering Technologies (CHASE '16), 27-29 June, Washington, DC, USA, 2016.DOWNLOAD
  • [C11] Feng Lin, Xiaowei Xu, Aosen Wang, Lora Cavuoto, Wenyao Xu, "Automated patient handling activity recognition for at-risk caregivers using an unobtrusive wearable sensor", IEEE International Conference on Biomedical and Health Informatics (BHI '16), 24-27 Feb., Las Vegas, NV, USA, 2016.DOWNLOAD
  • [C10] Kun Woo Cho, Feng Lin, Chen Song, Xiaowei Xu, Michelle Hartley-McAndrew, Kathy Doody, Wenyao Xu, "Gaze-Wasserstein: A Quantitative Screening Approach to Autism Spectrum Disorder", IEEE Annual Wireless Health Conference (WH '16), 25-27 Oct., Bethesda, MD, USA, 2016.DOWNLOAD
  • [C9] Xiaowei Xu, Feng Lin, Aosen Wang, Chen Song, Yu Hu, and Wenyao Xu, "On-bed Sleep Posture Recognition Based on Body-Earth Movers Distance", IEEE Biomedical Circuits and Systems Conference (BioCAS '15), 22-24 Oct., Atlanta, Georgia, 2015.DOWNLOAD
  • [C8] Aosen Wang, Chen Song, Xiaowei Xu, Feng Lin, Zhanpeng Jin, and Wenyao Xu, "Selective and Compressed Sensing for Energy-Efficient Implantable Neural Encoding", IEEE Biomedical Circuits and Systems Conference (BioCAS '15), 22-24 Oct., Atlanta, Georgia, 2015.DOWNLOAD
  • [C7] Hanqing Zhou, Yu Hu, Guangyu Yu, Zeyu Yan, Feng Lin, Wenyao Xu, Xiaowei Xu, "An Energy-efficient Pipelined DTW Architecture on Hybrid Embedded Platform", IEEE Green and Sustainable Computing Conference (IGSC '15), 14-16 Dec., Las Vegas, NV, USA, 2015.DOWNLOAD
  • [C6] Hanqing Zhou, Lu Pu, Yu Hu, Aosen Wang, Wenyao Xu, Xiaowei Xu, "Energy Characterization and Optimization of Embedded Data Mining Algorithms: a Case Study of the DTW-kNN Framework", International Workshop on Green Programming, Computing, and Data Processing (GPCDP '14), 3-5 Nov., Dallas, TX,US, 2014.DOWNLOAD
  • [C5] Lu Pu, Xiaowei Xu, Han He, Haning Zhou, Zhijun Qiu, and Yu Hu, "A flexible control study of variable speed limit in connected vehicle systems", International Workshop on Mobile Internet Big Data (IWMBD '14), May, Wuhan, China, 2014.DOWNLOAD
  • [C4] Jiangchen Li, Xiaowei Xu, Hongpeng Zhao, Yu Hu, and Tony Z. Qiu, "An Energy Efficient Sub-Nyquist Sampling Method Based on Compressed Sensing in a Wireless Sensor Network for Vehicle Detection", The 2nd International Conference on Connected Vehicles and Expo (ICCVE '13), 2-6 Dec., Las Vegas, NV, USA, 2013.DOWNLOAD
  • [C3] Tao Jiang, Xiaowei Xu, Lu Pu, Yu Hu, and Zhijun Qiu, "A simulation study of connected vehicle systems using named data network", 4th International Conference on Cloud Computing (ICCC '13), October 17-19, Wuhan, China, 2013.DOWNLOAD
  • [C2] Xiaowei Xu, Tao Jiang, Pengfei Li, Tony Qiu, and Yu Hu, "A High-Level-Architect SimIVC for Simulating Traffic Network", The 2nd International Conference on Transportation Information and Safety (ICTIS '13), June 29-July 2, Wuhan, China, 2013.DOWNLOAD
  • [C1] Xiaowei Xu, Wanghui Zou, Jinran Du, Xiaofei Chen, and Xuecheng Zou, "Predictive calculation of coupling coefficient between on-chip small-area multilayer inductors", IEEE 11th International Conference on Solid-State and Integrated Circuit Technology (ICSICT '12), 29 Oct.-1 Nov., Xian, China, 2012.DOWNLOAD

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