Publications

You will find here the list of scientific articles, reports and surveys I wrote. Not everything was ment to be an article to be reviewed and published, there are exercises, technical reports and personal thoughts on subjects.

Removing Geometric Bias in One-Class Anomaly Detection with Adaptive Feature Perturbation

WACV 2025

Dec 14, 2024

Published

Learning Grayscale Mathematical Morphology with Smooth Morphological Layers

Journal of Mathematical Imaging and Vision (2022), DOI: 10.1007/s10851-022-01091-1

Two novel morphological layers based on the same principle as the p-convolution are proposed, while circumventing its principal drawbacks, and their capacity to efficiently learn grayscale morphological operators while raising several edge cases is showcased

May 14, 2022

Published

Survey on Convolutional Neural Networks and Pooling Strategies

EPITA Research and Development Laboratory (LRDE)

When talking about object detection, image analysis, image classification and essentially every algorithm that tries to apply the conveniences of deep learning and back-propagation in signal related fields, Convolutional Neural Networks (CNN) appear to be the best contenders. Throughout the years, many variants were proposed with architectures and layer arrangements very peculiar and different,...

Jul 5, 2021

Unpublished

Integration of Morphological Operators in Neural Networks

EPITA Research and Development Laboratory (LRDE)

Image processing is a very broad field of study that encompasses a multitude of operations, each of them with different purposes and circumstances of use, complexities and results. Nowadays, the bests results for automatic image study (image segmentation, image classification, object detection, etc.) are obtained using deep learning, and more specifically convolutional neural networks. We explo...

Jul 1, 2021