Fetching the paper…

Reading the bibliography…

2022

De-biasing facial detection system using VAE

Kandge, Vedant V., Kandge, Siddhant V., Kumbharkar, Kajal et al.

Original
PDF
Post on X

Understand

Bias in AI/ML-based systems is a ubiquitous problem and bias in AI/ML systems may negatively impact society.

There are many reasons behind a system being biased.
The bias can be due to the algorithm we are using for our problem or may be due to the dataset we are using, having some features over-represented in it.
In the face detection system bias due to the dataset is majorly seen.

De-biasing facial detection system using VAE · Around

Built on

Adam Kortylewski,Bernhard Egger, Andreas Schneider, Thomas Gerig Andreas, Morel-Forster, Thomas Vetter. Analyzing and Reducing the Damage of Dataset Bias to Face Recognition with Synthetic Data, 2017
2017
Earlier work this paper cites.
Brian Hu Zhang, Blake Lemoine, Margaret Mitchell. Mitigating Unwanted Biases with Adversarial Learning, 2018
2018
Earlier work this paper cites.
Alexander Amini, Wilko Schwarting, Guy Rosman, Brandon Araki, Sertac Karaman,Daniela Rus. Variational Autoencoder for End-to-End Control of Autonomous Driving with Novelty Detection and Training De-biasing, 2018
2018
Earlier work this paper cites.

Similar

Tianlu Wang, Jieyu Zhao, Mark Yatskar, Kai-Wei Chang, Vicente Ordonez. Balanced Datasets Are Not Enough:Estimating and Mitigating Gender Bias in Deep Image Representations, 2019
2019
Cited alongside, same era.
Alexander Amini, Ava P. Soleimany, Wilko Schwarting, Sangeeta N. Bhatia, Daniela Rus. Uncovering and Mitigating Algorithmic Bias through Learned Latent Structure, Proceedings of the 2019 AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (AIES) 2019
2019
Cited alongside, same era.
Sixue Gong, Xiaoming Liu, Anil K.Jain. DebFace: De-biasing Face Recognition, 2019
Original
2019
Cited alongside, same era.

Then

Vikram V. Ramaswamy, Sunnie S. Y. Kim, Olga Russakovsky. Fair Attribute Classification through Latent Space De-biasing, 2021
2021
Later among the works it cites.
Puspita Majumdar, Richa Singh, Mayank Vatsa. Attention Aware Debiasing for Unbiased Model Prediction, 2021
2021
Later among the works it cites.

Beyond the bibliography

alphaXiv searches the wider corpus for related work and actual follow-ups.

Open on alphaXiv

alphaXiv is searching for related work…