01.03 | 媒体取证在生成式对抗网络世界中的挑战
||2020 年 1 月 3 日（周五）上午 9:30-11:00
||永利304电子游戏网站张江校区软件楼 102 第一会议室
The computer vision community has created a technology which unfortunately is getting more bad press then it is good.In 2014, the first GANS paper was able to automatically generate very low resolutions of faces of people which never existed, from a random latent distribution.Although the technology was impressive because it was automated, it was now where near as good as what could be done with the simple photo editor. In the same year DARPA started the media forensics program to combat the proliferation of edited images and video that was benign generated by our adversaries. Although DARPA envisioned the development automated technologies, no one thought they would evolve so fast. Five years later the technology has progressed to the point where even a novice can modify full videos, i.e. DeepFakes, and generate new content of people and scenes that never existed, overnight using commodity hardware. Recently the US government has become increasingly concerned about the real dangers of the use of "Deep Fakes" technologies from both a national security and a misinformation point of view. To this end, it is important for academia, industry and the government to come together to apply technologies, develop polices before we get to the point where "seeing is believing" is a thing of past. In this talk I will cover some of the primary efforts in applying counter manipulation detection technology, the challenges we face with current policy in the United States. While technological solutions are still a number of years away, we need a comprehensive approach to deal with this problem.
David Scott Doermann，马里兰大学帕克分校教授、语言媒体处理实验室主任。他的主要研究兴趣是文档页图像分析与处理、视频信息源分析、索引与检索，其研究成果获得多项国际专利，出版了《基于内容对多媒体信息的访问》（Content-Based Access To Multimedia Information）、《手写文档图像处理》（与 Yefeng Zheng 和 Huiping Li 合著）等著作。Dr. David Doermann，1993 年获得马里兰大学帕克分校计算机博士学位，1989 年获得马里兰大学帕克分校计算机硕士学位。他参与了多个学术组织，如数据处理管理协会（DPMA）、计算机机械协会 Association of Computing Machinery(ACM) 、电气和电子工程师协会 IEEE（2014）、IEEE 计算机协会等。在本世纪，他还曾担任 Applied Media Analysis, Inc 总裁和联合创立人。