An efficient in-memory computing architecture for image enhancement in ai applications

M Bettayeb, F Zayer, H Abunahla, G Gianini… - IEEE …, 2022 - ieeexplore.ieee.org
Random spray retinex (RSR) is an effective image enhancement algorithm owing to its
effectiveness in improving the image quality. However, the computing complexity of the …

Asic-based implementation of random spray retinex algorithm for image enhancement

M Bettayeb, H Tesfai, B Mohammad… - 2022 IEEE 65th …, 2022 - ieeexplore.ieee.org
This paper presents a detailed digital design for the Random Spray Retinex (RSR)
algorithm's main functionality. The proposed hardware architecture supports parallel …

Building Resilience to Out-of-Distribution Visual Data via Input Optimization and Model Finetuning

CJ Holder, M Khonji, J Dias, M Shafique - arXiv preprint arXiv:2211.16228, 2022 - arxiv.org
A major challenge in machine learning is resilience to out-of-distribution data, that is data
that exists outside of the distribution of a model's training data. Training is often performed …