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Face Anonymization

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Benchmarks

2019_test set

결과 1개

LFW

결과 1개

Most implemented

Face Anonymization Made Simple

2024-11-01 · 구현 1개

Papers

Face anonymization preserving facial expressions and photometric realism

2026-03-18 · Luigi Celona, Simone Bianco, Raimondo Schettini arxiv

The widespread sharing of face images on social media platforms and in large-scale datasets raises pressing privacy concerns, as biometric identifiers can be exploited without consent. Face anonymization seeks to generat…

Face AnonymizationColor Constancy

Reverse Personalization

2025-12-28 · Han-Wei Kung, Tuomas Varanka, Nicu Sebe arxiv

Recent text-to-image diffusion models have demonstrated remarkable generation of realistic facial images conditioned on textual prompts and human identities, enabling creating personalized facial imagery. However, existi…

Face Anonymization

Beyond Inference Intervention: Identity-Decoupled Diffusion for Face Anonymization

2025-10-28 · Haoxin Yang, Yihong Lin, Jingdan Kang, Xuemiao Xu 외 arxiv

Face anonymization aims to conceal identity information while preserving non-identity attributes. Mainstream diffusion models rely on inference-time interventions such as negative guidance or energy-based optimization, w…

Face Anonymization

Secure and reversible face anonymization with diffusion models

2025-10-01 · Pol Labarbarie, Vincent Itier, William Puech arxiv

Face anonymization aims to protect sensitive identity information by altering faces while preserving visual realism and utility for downstream computer vision tasks. Current methods struggle to simultaneously ensure high…

Face Anonymization

PerFace: Metric Learning in Perceptual Facial Similarity for Enhanced Face Anonymization

2025-09-24 · Haruka Kumagai, Leslie Wöhler, Satoshi Ikehata, Kiyoharu Aizawa arxiv

In response to rising societal awareness of privacy concerns, face anonymization techniques have advanced, including the emergence of face-swapping methods that replace one identity with another. Achieving a balance betw…

Face AnonymizationMetric LearningFace Swapping

Controllable Localized Face Anonymization Via Diffusion Inpainting

2025-09-18 · Ali Salar, Qing Liu, Guoying Zhao arxiv

The growing use of portrait images in computer vision highlights the need to protect personal identities. At the same time, anonymized images must remain useful for downstream computer vision tasks. In this work, we prop…

Face Anonymization

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