CVPR Workshop on Media Forensics

July 26th, 2017 @ Honolulu, Hawaii

(2017.06.02) There is a slight update to the program.

Call for Participation


This workshop will focus on the role of computer vision and pattern recognition in forensic applications, with special emphasis on media forensics. There are a number of areas in the computer vision and pattern recognition field that can contribute to the forensics community. These include algorithms for automated analysis of forensics, tools to assist forensic examiners, and methodologies for assessing the accuracy of tools and forensic examiners. Topics of interest include, but are not limited to:
  • Media forensics
    • detection of forged and manipulated images, documents and video,
    • discrimination between computer graphics and photographic images,
    • reconstruction of media genealogy;
  • Analysis and recognition of
    • blood splatters,
    • bite marks,
    • tool marks;
  • Analysis and recognition of 2D and 3D patterns
    • on bullets and their casings,
    • shoe and tire impressions;
  • 3D reconstruction of crime scenes,
The workshop will allow for a broad discussion of forensic-related issues across these topics.

Program


Time Title Speaker/Author(s)
08:50 Welcome Conference Chairs
09:00 Keynote: Photo Forensics from JPEG Coding Artifacts Hany Farid (Dartmouth College)
Session 1: Face Image Forensics (09:50-10:10)
Session Chair: Larry Davis
09:50 Position Determines Perspective: Investigating Perspective Distortion for Image Forensics of Faces Bo Peng, Wei Wang, Jing Dong, Tieniu Tan
10:10 Morning Break
Session 2: Neural Networks & Camera Identification (10:40-12:00)
Session Chair: Hany Farid
10:40 Transferable Deep-CNN features for detecting digital and print-scanned morphed face images Raghavendra Ramachandra, Kiran Raja, Sushma Venkatesh, Christoph Busch
11:00 Two-Stream Neural Networks for Tampered Face Detection Peng Zhou, Xintong Han, Vlad Morariu, Larry Davis
11:20 A Counter-Forensic Method for CNN-Based Camera Model Identification David Güera, Yu Wang, Luca Bondi, Paolo Bestagini, Stefano Tubaro, Edward Delp
11:40 Camera Source Identification Using Discrete Cosine Transform Residue Features and Ensemble Classifier Aniket Roy, Rajat Subhra Chakraborty, Udaya Sameer, Ruchira Naskar
12:00 Lunch
13:30 Invited Speaker: The 2017 Nimble Challenge Evaluation: Results and Future Directions Jonathan Fiscus (NIST)
Session 3: Session Tampering Detection (14:00-15:20)
Session Chair: Shih-Fu Chang
14:00 Tampering Detection and Localization through Clustering of Camera-Based CNN Features Luca Bondi, Silvia Lameri, David Güera, Paolo Bestagini, Edward Delp, Stefano Tubaro
14:20 Localization of JPEG double compression through multi-domain convolutional neural networks Irene Amerini, Tiberio Uricchio, Lamberto Ballan, Roberto Caldelli
14:40 Detection of Metadata Tampering through Discrepancy between Image Content and Metadata using Multi-task Deep Learning Bor-Chun Chen, Pallabi Ghosh, Vlad Morariu, Larry Davis
15:00 Detection and Localization of Image Forgeries using Resampling Features and Deep Learning Jason Bunk, Md Jawadul H Bappy, Tajuddin Manhar Mohammed, Lakshmanan Nataraj, Arjuna Flenner, B. S. Manjunath, Shivkumar Chandrasekaran, Amit K. Roy-Chowdhury, Lawrence Peterson
15:20 Afternoon Break
15:35 Invited Speaker: The Grand Challenges of Media Forensics David Doermann (DARPA)
Session 4: Camera Identification (16:15-17:15)
Session Chair: Kevin Bowyer
16:15 FORMS-Locks: A Dataset for the Evaluation of Similarity Measures for Forensic Toolmark Images Manuel Keglevic
16:35 A C3D-based Convolutional Neural Network for Frame Dropping Detection in a Single Video Shot Chengjiang Long, Eric Smith, Arslan Basharat, Anthony Hoogs
16:55 Spotting Audio-Visual Inconsistencies (SAVI) in Manipulated Video Brian Burns, Robert Bolles
17:15 Closing Remarks

Important dates


  • Paper Submission: April 10, 2017 (Extended to April 17, 2017)
    Paper format for submission: Please use the same paper format as for CVPR. Submissions are not required to be anonymized.
    CVPR templates are available [here]
    CMT page for workshop paper submission
  • Notification to authors: May 13, 2017
  • Camera-ready: May 19, 2017

Invited Speakers


  • David Doermann, DARPA
  • Hany Farid, Dartmouth
  • Jonathan Fiscus, NIST

People


Organizers

  • Kevin Bowyer, University of Notre Dame, US
  • Shih-Fu Chang, Columbia University, US
  • Larry Davis, University of Maryland, US

Program Committee

  • Ed Delp, Purdue University, US
  • Jing Dong, Chinese academy of Sciences, China
  • Alexei A. Efros, Berkeley, US
  • Hany Farid, Dartmouth, US
  • Jiwu Huang, Shenzhen University, China
  • C.-C. Jay Kuo, University of Southern California, US
  • Shujun Li, University of Surrey, UK
  • Zhouchen Lin, Peking University, China
  • Siwei Lyu, SUNY Albany, US
  • Nasir Memon, NYU, US
  • Tian-Tsong Ng, A*STAR, Singapore
  • Anderson Rocha, University of Campinas, Brazil
  • Min Wu, Uiversity of Maryland, US

Contact Info: sirius@umd.edu