3 papers
cs.LG2025
Dynamic Graph CNN with Jacobi Kolmogorov-Arnold Networks for 3D Classification of Point Sets
Hanaa El Afia, Said Ohamouddou, Raddouane Chiheb +1
We introduce Jacobi-KAN-DGCNN, a framework that integrates Dynamic Graph Convolutional Neural Network (DGCNN) with Jacobi Kolmogorov-Arnold Networks (KAN) for the classification of…
cs.LG2025
Random Normed k-Means: A Paradigm-Shift in Clustering within Probabilistic Metric Spaces
Abderrafik Laakel Hemdanou, Youssef Achtoun, Mohammed Lamarti Sefian +2
Existing approaches remain largely constrained by traditional distance metrics, limiting their effectiveness in handling random data. In this work, we introduce the first k-means v…
cs.CV2025
Introducing the Short-Time Fourier Kolmogorov Arnold Network: A Dynamic Graph CNN Approach for Tree Species Classification in 3D Point Clouds
Said Ohamouddou, Mohamed Ohamouddou, Hanaa El Afia +3
Accurate classification of tree species based on Terrestrial Laser Scanning (TLS) and Airborne Laser Scanning (ALS) is essential for biodiversity conservation. While advanced deep…