150 citations · 286 across the 3 of their papers we have counts for
3 papers
cs.LG2024★ 150 cited
Automated data processing and feature engineering for deep learning and big data applications: a survey
Alhassan Mumuni, Fuseini Mumuni
Modern approach to artificial intelligence (AI) aims to design algorithms that learn directly from data. This approach has achieved impressive results and has contributed significa…
cs.CV2024★ 110 cited
A survey of synthetic data augmentation methods in computer vision
Alhassan Mumuni, Fuseini Mumuni, Nana Kobina Gerrar
The standard approach to tackling computer vision problems is to train deep convolutional neural network (CNN) models using large-scale image datasets which are representative of t…
cs.LG2024★ 26 cited
Improving deep learning with prior knowledge and cognitive models: A survey on enhancing explainability, adversarial robustness and zero-shot learning
Fuseinin Mumuni, Alhassan Mumuni
We review current and emerging knowledge-informed and brain-inspired cognitive systems for realizing adversarial defenses, eXplainable Artificial Intelligence (XAI), and zero-shot…