{"repo":"hcmlab/GANonymization","free":true,"listed":false,"github":"https://github.com/hcmlab/GANonymization","clone":"git clone https://github.com/hcmlab/GANonymization.git","description":"A GAN-based Face Anonymization Framework for Preserving Emotional Expressions","language":"Python","stars":22,"topics":["anonymization","emotion","ai","faces","gan","privacy"],"license":"MIT","category":"self-hosted-apps","readme_excerpt":"GANonymization A GAN-based Face Anonymization Framework for Preserving Emotional Expressions Paper Demo We introduce GANonymization, a novel face anonymization framework with facial expression-preserving abilities. Our approach is based on a high-level representation of a face which is synthesized into an anonymized version based on a generative adversarial network (GAN). The effectiveness of the approach was assessed by evaluating its performance in removing identifiable facial attributes to increase the anonymity of the given individual face. Additionally, the performance of preserving facial expressions was evaluated on several affect recognition datasets and outperformed the state-of-the-art method in most categories. Finally, our approach was analyzed for its ability to remove various facial traits, such as jewelry, hair color, and multiple others. Here, it demonstrated reliable performance in removing these attributes. Quick Start The project was tested only with python version 3.8. Newer versions might work as well. Installation 1. Clone repository: git clone https://github.com/hcmlab/GANonymization . 2. Install using setup.py : or: Training You can either download a pre-trained GANonymization model: Trained for 25 epochs (publication version) Trained for 50 epochs (demo version) Or train the GANonymization model yourself: Anonymize You can run the anonymization as followed: Citation If you are using GANonymization in your research please consider giving us a citation:","default_branch":null,"files":null,"tree":[],"storefront":"/r/hcmlab","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/hcmlab/GANonymization/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}