会议名称：智能医疗计算技术系列研讨会
时间：2019年12月5日（周四）10:00~11:00
地点：开发区校区计算机广场第二讨论室
举办单位：大连理工大学国际信息与软件学院
会议主题：本次研讨会由大连理工大学国际信息与软件学院举办，着重探讨人工智能、深度学习等技术在医学图像处理和分析方面的研究内容和具体应用。本次研讨会邀请立命馆大学的陈延伟教授给我校开发区校区的师生进行演讲，介绍其基于弱监督和半监督深度学习在计算机辅助诊断和计算机手术支援方面的最新研究成果，并与校内同行一起对共同感兴趣的问题深入交换看法，探寻未来可能的合作研究，同时也给相关年轻学者和博士生一个了解智能医疗计算方面的最新研究成果的机会。
演讲题目：Weakly-supervised and Semi-supervised Deep Learning for Computer-aided Diagnosis and Surgery Support
演讲人：陈延伟教授(Yen-Wei Chen)，立命馆大学
演讲摘要： Recently, deep learning (DL) plays important roles in many academic and industrial areas especially in computer vision and image recognition. Deep learning uses a neural network with deep structure to build a high-level feature space. It learns data-driven, highly representative, hierarchical image features, which have proven to be superior to conventional hand-crafted low-level features and mid-level features. In ILSVRC2015 (an Annual competition of image classification at large scale), higher recognition accuracy by deep learning than human has been achieved. Deep learning (DL) has also been applied to medical image analysis. Compared with DL-based natural image analysis, there are several challenges in DL-based medical image analysis due to their high dimensionality and limited number of labeled training samples. We proposed several weakly-supervised and semi-supervised deep learning techniques for computer-aided diagnosis and surgery support including medical image segmentation, medical image detection and medical image recognition. In this talk, I will talk about current progress and futures of computer-aided diagnosis and surgery support with deep learning.
演讲人介绍： Yen-Wei Chen received the B.E. degree in 1985 from Kobe Univ., Kobe, Japan, the M.E. degree in 1987, and the D.E. degree in 1990, both from Osaka Univ., Osaka, Japan. He was a research fellow with the Institute for Laser Technology, Osaka, from 1991 to 1994. From Oct. 1994 to Mar. 2004, he was an associate Professor and a professor with the Department of Electrical and Electronic Engineering, Univ. of the Ryukyus, Okinawa, Japan. He is currently a professor with the college of Information Science and Engineering, Ritsumeikan University, Japan. He is the founder and the first director of Center of Advanced ICT for Medicine and Healthcare, Ritsumeikan University. He is also an adjunct professor with the College of Computer Science, Zhejiang University, and Zhejiang Lab, China. He was a visiting professor with the Oxford University, Oxford, UK in 2003 and a visiting professor with Pennsylvania State University, USA in 2010.His research interests include medical image analysis, computer vision and computational intelligence. He has published more than 300 research papers in a number of leading journals and leading conferences including IEEE Trans. Image Processing, IEEE Trans. SMC, Pattern Recognition. He has received many distinguished awards including ICPR2012 Best Scientific Paper Award, 2014 JAMIT Best Paper Award, Outstanding Chinese Oversea Scholar Fund of Chinese Academy of Science. He is/was a leader of numerous national and industrial research projects.
