CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 12675 > Article
Presentation
5 October 2023 Measuring transform invertibility with computational metrics
Awroni Bhaduri, Hector Santos-Villalobos, Suhas Sreehari
Author Affiliations +
Proceedings Volume 12675, Applications of Machine Learning 2023; 126750F (2023) https://doi.org/10.1117/12.2677717
Event: SPIE Optical Engineering + Applications, 2023, San Diego, California, United States
Abstract
Modern face ID systems are often plagued with loss of privacy. To address this, some face ID systems incorporate image transformations in the detection pipeline. In particular, we consider transforms that convert human face images to non-face images (such as landscape images) to mask sensitive and bias-prone facial features and preserve privacy, while maintaining identifiability. We propose two metrics that study the effectiveness of face image transformations used in privacy-preserving face ID systems. These metrics measure the invertibility of the transformations to ensure the meta-data of the face (e.g. race, sex, age, etc.) cannot be inferred from the transformed image.
Conference Presentation
© (2023) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Awroni Bhaduri, Hector Santos-Villalobos, and Suhas Sreehari "Measuring transform invertibility with computational metrics", Proc. SPIE 12675, Applications of Machine Learning 2023, 126750F (5 October 2023); https://doi.org/10.1117/12.2677717
ACCESS THE FULL ARTICLE
ORGANIZATIONAL
Sign in with credentials provided by your organization.
INSTITUTIONAL
Select your institution to access the SPIE Digital Library.
SELECT YOUR INSTITUTION
PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.
PERSONAL SIGN IN
No SPIE Account? Create one
PURCHASE THIS CONTENT
SUBSCRIBE TO DIGITAL LIBRARY
50 downloads per 1-year subscription
Members: $195
Non-members: $335 ADD TO CART
25 downloads per 1 - year subscription
Members: $145
Non-members: $250 ADD TO CART
PURCHASE SINGLE ARTICLE
Includes PDF, HTML & Video, when available
Members: $17.00
Non-members: $21.00 ADD TO CART
PROCEEDINGS
 PRESENTATION
WATCH
PRESENTATION SAVE TO MY LIBRARY
GET CITATION
Advertisement
Advertisement
KEYWORDS
Face image reconstruction
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top