*Recent Advances in Detecting Manipulation Attacks on Biometric Systems
(ADMA-2022) IJCB 2022 - Special Session*
*Website:*
https://sites.google.com/view/ijcb-ss-adma-2022/home
Manipulated attacks in biometrics via modified images/videos and other
material-based techniques such as presentation attacks and deep fakes have
become a tremendous threat to the security world owing to increasingly
realistic spoofing methods. Hence, such manipulations have triggered the
need for research attention towards robust and reliable methods for
detecting biometric manipulation attacks. The recent inclusion of
manipulation/generation methods such as auto-encoder and generative
adversarial network approaches combined with accurate localisation and
perceptual learning objectives added an extra challenge to such
manipulation detection tasks. Due to this, the performance of existing
state-of-the-art manipulation detection methods significantly degrades in
the unknown scenarios. Apart from this, real-time processing, manipulation
on low-quality medium, limited availability of data, and inclusion of these
manipulation detection techniques for forensic investigation are yet to be
widely explored. Hence, this special session aims to profile recent
developments and push the border of the digital manipulation detection
technique on biometric systems.
We invite practitioners, researchers and engineers from biometrics, signal
processing, material science, mathematics, computer vision and machine
learning to contribute their expertise to underpin the highlighted
challenges. Further, this special session promote cross-disciplinary
research by inviting the partitioner in the field of psychology where one
can perform the human observer (or super-recogniser) analysis to detect
attacks.
Topics of interest include but not limited to:
Deepfake manipulation and detection technique
Novel generalised PAD to unknown attacks
Image manipulation techniques datasets
Database in image and video manipulation, and attacks
Privacy preserving techniques in digital manipulation attack
detection
Image and video synthesis in PAD
Image and video manipulation generation and detection
Human observer analysis in detecting the manipulated
biometric images
Novel sensors for detecting manipulated attacks
Bias analyses and mitigation in attack detection algorithms
Submission Guidelines:
Submit your papers at:
https://cmt3.research.microsoft.com/IJCB2022 in a special session track.
Paper presented at ADMA-2022 will be published as part of the
IJCB2022 and should, therefore, follow the same guideline as the main
conference.
Page limit: A paper can be up to 8 pages including figures
and tables, plus additional pages for references only. If the 7th and 8th
pages contain any content other than references, they
will incur a cost of USD100 per page.
Papers will be double-blind peer reviewed by at least three
reviewers. Please remove author names, affiliations, email addresses, etc.
from the paper. Remove personal
acknowledgments.
Important Dates:
Full Paper Submission: July 27, 2022, 23:59:59 PDT
Acceptance Notice: August 17, 2022, 23:59:59 PDT
Camera-Ready Paper: August 24, 2022, 23:59:59 PDT
Organizing Committee:
Dr. Abhijit Das, BITS Pilani, India
Prof. Raghavendra Ramachandra, NTNU, Norway
Meiling Fang, Fraunhofer IGD, Germany
Dr. Naser Damer, Fraunhofer IGD, Germany
Prof. Hu Han, CAS, China