Stegano-Morphing: Concealing Attacks on Face Identification Algorithms

نویسندگان

چکیده

Face identification is becoming a well-accepted technology for access control applications, both in the real or virtual world. Systems based on this must deal with persistent challenges of classification algorithms and impersonation attacks performed by people who do not want to be identified. Morphing often selected conduct such since it allows modification features an original subject’s image make appear as someone else. Publications focus impersonating other person, usually allowed get into restricted place, building, software app. However, there no list authorized many just blacklist longer enter, log in, register. In cases, morphing target person relevant, main objective minimize probability being detected. paper, we present comparison rate behavior six recognizers (Eigenfaces, Fisherfaces, LBPH, SIFT, FaceNet, ArcFace) against traditional attacks, which only two subjects are used create altered image: subject target. We also new method that works iterative process gradual morphing, combining all subjects’ images database. This multiplies four chances successful complete attack (from 4% 16%), deceiving face detection simultaneously.

منابع مشابه

Morface: Face Morphing

The purpose of this project was to produce a real-time installation which uses two approaches: a close approach dealing with user’s face and head position and a far approach where the installation reacts to user’s motion differently if it is repetitive or not. The installation was personalized by a Mona Lisa.

متن کامل

Examplar-Based Face Colorization Using Image Morphing

Colorization of gray-scale images relies on prior color information. Examplar-based methods use a color image as source of such information. Then the colors of the source image are transferred to the grayscale image. In the literature, this transfer is mainly guided by texture descriptors. Face images usually contain few texture so that the common approaches frequently fail. In this paper we pr...

متن کامل

A Survey of Face Morphing Techniques

Nowadays, face morphing is used in various fields of works such as computer animations, games and movies. Face morphing is an effect that shows a transition from one face image to another face image smoothly. Research on face morphing is as vast as the many interests and needs that can be found in the general public, television or film production. In this paper, we thus review the different mor...

متن کامل

Improving Face Recognition by Video Spatial Morphing

The focus of this chapter is in the problem of using technology to grant access to restricted areas by authorised persons, hereafter called ‘clients’, and to deny access to unauthorised or unidentified persons, the so called ‘impostors’. Conventional methods, such as magnetic or smart cards, user/password login and others, are being progressively recognised as insecure due to their many shortco...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: IEEE Access

سال: 2021

ISSN: ['2169-3536']

DOI: https://doi.org/10.1109/access.2021.3088786