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淘金:视频大数据计算的研究挑战

主讲人 :何文波教授 地点 :新科研楼610 开始时间 : 2019-07-25 10:00 结束时间 : 2019-07-25 11:00

Abstract:

如今,数十亿的视频数据在云端被捕获,托管和共享,世界已进入多媒体大数据时代。作为一个活跃的跨学科研究领域,多媒体大数据为大数据计算带来了挑战和机遇。针对大数据分析的不同方向,专家们已经在图像处理上进行了大量的研究工作,例如捕获,存储,索引,挖掘和检索等操作。然而,由于需要考虑视频数据的空间和时间特征,视频处理更具挑战性。在本次演讲中,何文波教授把重点放在视频大数据计算上,阐述从图像数据转向视频数据计算时的挑战。在讲座的后半部分,何文波教授将讨论视频大数据分析中的应用程序和潜在的未来方向,例如近似重复视频检测技术,它通过少量的学习样本进行动作识别,融合了视觉内容和文本内容。

 Nowadays, billions of videos are captured, hosted and shared in the cloud, and the world has stepped into a multimedia big data era. As an active and interdisciplinary research field, multimedia big data presents challenges and opportunities for multimedia big data computing. A vast amount of research work has been done in image processing, targeting different aspects of big data analytics, such as the capture, storage, indexing, mining, and retrieval. However, the video processing is much more challenging since both spatial and temporal features of video data need to be considered. In this talk, I will focus on video big data computing, I will illustrate the challenges when we move from image data to video data computing. Then I will talk about applications and the potential future directions in video big data analytics, such as near-duplicated video detection, action recognition with very small learning samples, and information fution of visual and textual contents.

 

Bio:

何文波教授目前是计算机和App系的副教授。在加入加拿大麦克马斯特大学之前,何文波教授2011年至2016年在麦吉尔大学计算机科学学院担任助理教授2010年至2011年担任内布拉斯加大学林肯分校电气工程系助理教授,于2008年至2010年在新墨西哥大学计算机系担任助理教授,于2000年至2005年就职于美国的思科企业。何文波教授1995年和1998年分别获得控制理论学士和硕士学位,于2008年获得了伊利诺伊大学厄巴纳-香槟分校计算机科学系博士学位。2006年,何文波教授获得了伊利诺伊大学厄巴纳-香槟分校工程学院颁发的“Mavis Fund Scholarship Award”,以表彰其“卓越的学术成绩研究成果和在工程教育方面的领先地位2007年,何文波教授获得了“C. W. Gear Outstanding Graduate Award”以表彰其作为UIUC计算机科学系的优秀研究生何文波教授于2005年2008年连续3年获得著名Vodafone奖学金,并于2007年和2009年获得NSF TRUST奖学金。何文波教授的论文获得了2008年IEEE Transactions on Industrial Informatic最佳论文奖,以及ACM WiSec 2011最佳论文奖(ACM Conference on Security and Privacy in Wireless and Mobile Networks)。何文波教授的研究重点包括多媒体大数据,数据隐私和安全保护。

 

Wenbo He is currently an Associate Professor in the Department of Computing and Software. Before joining McMaster, she was an Assistant Professor in the School of Computer Science at McGill University from 2011 to 2016. She was an Assistant Professor in the Electrical Engineering department at the University of Nebraska-Lincoln from 2010 to 2011, and an Assistant Professor in the CS department at the University of New Mexico from 2008 to 2010. She had 5-year industry experience (2000-2005) working in Cisco Systems, Inc. in the US. She got the Bachelor and Master Degree on Control Theory in 1995 and 1998 respectively. She got her Ph.D. in 2008 from the Department of Computer Science at the University of Illinois at Urbana-Champaign (UIUC). She received the Mavis Memorial Fund Scholarship Award from the College of Engineering of UIUC in 2006 for “excellent academic performance, research accomplishments, and demonstrated leadership in engineering education”, and the C. W. Gear Outstanding Graduate Award in 2007 for “being one of the best graduate students from the UIUC Department of Computer Science”. She was also a recipient of the prestigious Vodafone Fellowship from 2005 to 2008 for 3 consecutive years, and NSF TRUST Fellowship in 2007 & 2009 respectively. Her papers won the Best Paper Award from IEEE Transactions on Industrial Informatics in 2008, and the Best Paper Award from ACM WiSec 2011 (ACM Conference on Security and Privacy in Wireless and Mobile Networks). Her research focuses include Multimedia Big Data, Data Privacy and Security Protection.

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