Kareth León-López
Google Scholar / Email / CvLAC / Github
I am a postdoctoral researcher at the Institut de Recherche en Informatique de Toulouse IRIT-INP Toulouse, working at the Télécommunications Spatiales et Aéronautiques (TéSA) laboratory (Toulouse, France) under the supervision of Jean-Yves Tourneret.
I got my Ph.D. degree in Computer Science from the Universidad Industrial de Santander, Bucaramanga, Colombia, in 2022. My doctoral thesis "Design and optimization of a compressive spectral video sensing system" was supervised by Henry Arguello and it was a laurated thesis. You can find the thesis here.
I am particularly interested on image and signal processing methods and its applications on practical scenarios.
Research Interests
High-dimensional signal processing (image, video)
Machine learning
Compressive sensing
Computational imaging
Multifractal modeling and analysis
Graph signal processing
Education
🎓 PhD. in Computer Science (2022)
Universidad Industrial de Santander, Colombia
🎓 MsC. in Systems and Computer Engineering (2017)
Universidad Industrial de Santander, Colombia
🎓 Bsc. in Systems and Computer Engineering (2015)
Universidad Industrial de Santander, Colombia
Featured Publications
Anomaly Detection and Classification in Multispectral Time Series Based on Hidden Markov Models
K. León, F. Mouret, H. Arguello, J.-Y. Tourneret
IEEE TGRS, 2021
To detect, localize, and classify anomalies exploiting the temporal information contained in a given season at a parcel level using hidden Markov models (HMMs).
K. León, H. Arguello
IEEE TIP, 2020
To online sparsifying and recovering the spatial-spectral-temporal information of a spectral video performed on several temporal superpixels.
Higher-Order Tensor Sparse Representation for Video-Rate Coded Aperture Snapshot Spectral Image Reconstruction
K. León, E. Vargas, F. Rojas, H. Arguello
CAMSAP, 2019
Tensor-based recovery for spectral video acquired using CASSI.
O. Villareal, K. León, D. Espinosa, W. Agudelo, H. Arguello
Journal of Applied Geophysics, 2019
To exploit local and non-local prior information of the 3D seismic data for recovering missing wavefields.
Temporal Colored Coded Aperture Design in Compressive Spectral Video Sensing
K. León, L. Galvis, H. Arguello
IEEE TIP, 2018
To design the coded aperture considering the spatial-spectral-time axis via the RIP minimization.
List of Publications here.