Vec2Face: Unveil Human Faces From Their Blackbox Features in Face Recognition

• Published in: Proceedings (IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Online) pp. 6131 - 6140
• Main Authors: Duong, Chi Nhan, Truong, Thanh-Dat, Luu, Khoa, Quach, Kha Gia, Bui, Hung, Roy, Kaushik
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.06.2020
• Subjects: Engines; Face recognition; Feature extraction; Generators; Image reconstruction; Measurement; Task analysis

Unveiling face images of a subject given his/her high-level representations extracted from a blackbox Face Recognition engine is extremely challenging. It is because the limitations of accessible information from that engine including its structure and uninterpretable extracted features. This paper...