9 May 2026Open access
Correction to: A Survey of Synthetic Data Augmentation Methods in Machine VisionPublisher siteMachine Intelligence Research, Generative Adversarial Networks and Image Synthesis
Active, last published 2026
In advanced vision and imaging
Alhassan
Mumuni
Scholar“Research focused on Advanced Vision and Imaging and adjacent fields.”
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01 · About the work
What I study
lhassan Mumuni is a researcher working on Advanced Vision and Imaging. A fuller summary will appear once they update their profile.
02 · Reach
Publication output and reach
Alhassan's work has been cited 1,061 times across 7 active years. Bars show publications per year; the line shows cumulative citation totals across publications first appearing in each year.
03 · Research focus
Topics
Advanced Vision and Imaging×5Robotics and Sensor-Based Localization×4Advanced Neural Network Applications×2Optical measurement and interference techniques×2Generative Adversarial Networks and Image Synthesis×2
04 · Where I am
Affiliations
Affiliation on published researchCape Coast Technical University, GhanaDrawn from the institution listed on this researcher’s published work.
Research themes (UN SDGs)
05 · Selected work
Recent publications
15 works22 Feb 202520cites
Data augmentation with automated machine learning: approaches and performance comparison with classical data augmentation methodsPublisher siteKnowledge and Information Systems, Machine Learning and Data Classification
20 Mar 2024Open access86cites
A Survey of Synthetic Data Augmentation Methods in Machine VisionPublisher siteMachine Intelligence Research, Generative Adversarial Networks and Image Synthesis
8 Jan 2024Open access125cites
Automated data processing and feature engineering for deep learning and big data applications: A surveyPublisher siteJournal of Information and Intelligence, Machine Learning and Data Classification
30 Nov 2023Open access21cites
Improving deep learning with prior knowledge and cognitive models: A survey on enhancing explainability, adversarial robustness and zero-shot learningPublisher siteCognitive Systems Research, Adversarial Robustness in Machine Learning
15 Nov 2022Open access765cites
Data augmentation: A comprehensive survey of modern approachesPublisher siteArray, Generative Adversarial Networks and Image Synthesis
24 Sept 2022Open access15cites
Deep learning of monocular depth, optical flow and ego-motion with geometric guidance for UAV navigation in dynamic environmentsPublisher siteMachine Learning with Applications, Advanced Vision and Imaging
6 Sept 20227cites
Robust appearance modeling for object detection and tracking: a survey of deep learning approachesPublisher siteProgress in Artificial Intelligence, Video Surveillance and Tracking Methods
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