Fairness testing: A comprehensive survey and analysis of trends

Z Chen, JM Zhang, M Hort, M Harman… - ACM Transactions on …, 2024 - dl.acm.org
Unfair behaviors of Machine Learning (ML) software have garnered increasing attention and
concern among software engineers. To tackle this issue, extensive research has been …

Interdisciplinary research in artificial intelligence: challenges and opportunities

R Kusters, D Misevic, H Berry, A Cully, Y Le Cunff… - Frontiers in big …, 2020 - frontiersin.org
The use of artificial intelligence (AI) in a variety of research fields is speeding up multiple
digital revolutions, from shifting paradigms in healthcare, precision medicine and wearable …

Pivotal tuning for latent-based editing of real images

D Roich, R Mokady, AH Bermano… - ACM Transactions on …, 2022 - dl.acm.org
Recently, numerous facial editing techniques have been proposed that leverage the
generative power of a pretrained StyleGAN. To successfully edit an image this way, one …

Hyperstyle: Stylegan inversion with hypernetworks for real image editing

Y Alaluf, O Tov, R Mokady, R Gal… - Proceedings of the …, 2022 - openaccess.thecvf.com
The inversion of real images into StyleGAN's latent space is a well-studied problem.
Nevertheless, applying existing approaches to real-world scenarios remains an open …

Designing an encoder for stylegan image manipulation

O Tov, Y Alaluf, Y Nitzan, O Patashnik… - ACM Transactions on …, 2021 - dl.acm.org
Recently, there has been a surge of diverse methods for performing image editing by
employing pre-trained unconditional generators. Applying these methods on real images …

Restyle: A residual-based stylegan encoder via iterative refinement

Y Alaluf, O Patashnik… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Recently, the power of unconditional image synthesis has significantly advanced through
the use of Generative Adversarial Networks (GANs). The task of inverting an image into its …

Encoding in style: a stylegan encoder for image-to-image translation

E Richardson, Y Alaluf, O Patashnik… - Proceedings of the …, 2021 - openaccess.thecvf.com
We present a generic image-to-image translation framework, pixel2style2pixel (pSp). Our
pSp framework is based on a novel encoder network that directly generates a series of style …

Demographic bias in biometrics: A survey on an emerging challenge

P Drozdowski, C Rathgeb, A Dantcheva… - … on Technology and …, 2020 - ieeexplore.ieee.org
Systems incorporating biometric technologies have become ubiquitous in personal,
commercial, and governmental identity management applications. Both cooperative (eg …

Mystyle: A personalized generative prior

Y Nitzan, K Aberman, Q He, O Liba, M Yarom… - ACM Transactions on …, 2022 - dl.acm.org
We introduce MyStyle, a personalized deep generative prior trained with a few shots of an
individual. MyStyle allows to reconstruct, enhance and edit images of a specific person, such …

Investigating bias and fairness in facial expression recognition

T Xu, J White, S Kalkan, H Gunes - … : Glasgow, UK, August 23–28, 2020 …, 2020 - Springer
Recognition of expressions of emotions and affect from facial images is a well-studied
research problem in the fields of affective computing and computer vision with a large …