Mr. Awroni Bhaduri Profile

Awroni Bhaduri

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Proceedings Article | 5 October 2023 Presentation

Measuring transform invertibility with computational metrics

Awroni Bhaduri, Hector Santos-Villalobos, Suhas Sreehari

Proceedings Volume 12675, 126750F (2023) https://doi.org/10.1117/12.2677717

KEYWORDS: Face image reconstruction

Read 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.

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