Publications
A list of research publications in machine learning, focusing on self-supervised learning, computer vision, and remote sensing. For a complete list of citations and h-index metrics, please visit Google Scholar.
2025
Semantically-Aware Contrastive Learning for Multispectral Remote Sensing Images
ISPRS Journal of Photogrammetry and Remote Sensing, May 2025
Introduces a semantically-aware contrastive learning approach that improves representation learning for multispectral satellite data by incorporating domain-specific heuristics.
CVC: Contrastive Autoencoders for Video Colorization
Intelligent Systems and Applications: Proceedings of the 2025 Intelligent Systems Conference (IntelliSys)
Proposes a novel contrastive autoencoder framework to enhance temporal consistency and spectral accuracy in self-supervised video colorization.
2024
CAVC: Cosine Attention Video Colorization
Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISAPP)
Investigates the use of shared-weight cosine attention mechanisms for efficient and coherent video colourization.
Enhancing Video Colorization with Deep Learning: Analysis of Loss Functions
Intelligent Systems and Applications (IntelliSys 2024)
A systematic evaluation of different objective functions and their impact on the perceptual quality of deep learning-based video colorization.
Video Colorization Based on a Diffusion Model Implementation
Intelligent Systems and Applications (IntelliSys 2024)
Adapts diffusion-based generative models for the task of video colorization, emphasizing the maintenance of temporal continuity across frames.
2023
SwinFVC: A Swin Flow Video Colorization Example-Based Method
Proceedings of the 22nd IEEE International Conference on Machine Learning and Applications (ICMLA)
Presents an example-based colorization method combining Swin Transformers and optical flow for improved feature matching and color propagation.
Survey on Video Colorization: Concepts, Methods and Applications
Journal of Signal Processing Systems, May 2023
A comprehensive review of the evolution of video colorization techniques, categorization of modern methods, and future research directions.
Using machine learning pipeline to predict entry into the attack zone in football
PLOS ONE, January 2023
Applies machine learning to spatiotemporal tracking data to predict strategic transitions in professional soccer matches.
For collaboration or access to datasets and preprints, please contact me via my institutional email.
Last updated: January 2026