About us
High Dimensional Signal Processing
Research Group
HDSP is an interdisciplinary research group from the Computer Science Department focused on the next generation of high-dimensional signal processing algorithms. The group aims to impact Colombian society while contributing to the worldwide scientific community.
HDSP at a glance
What drives the group
Research mission and infrastructure
Most HDSP research topics involve optimization techniques and deep learning algorithms. This combination supports the design of new imaging systems, the reconstruction of missing information, and advanced computational methods for high-dimensional data.
Interdisciplinary research
HDSP connects signal processing, imaging, optimization, and deep learning to address complex scientific problems.
State-of-the-art laboratories
The group operates modern computational and optical laboratories that support research, academic production, and new projects.
Impact-oriented work
Its research is designed to create value for Colombian society while maintaining strong international scientific relevance.
What we study
Research areas
Fundamental research in deep learning enables novel imaging systems to perform high-level tasks such as pose estimation and action recognition in privacy- and safety-sensitive contexts.
Spectral images are a key tool for precision agriculture because they allow recognition of specific characteristics of vegetation and crops across multiple wavelengths.
This line focuses on reconstructing missing seismic data with optimization techniques and deep learning approaches for both 2D and 3D seismic data.
The group studies optical coding design and AI-driven reconstruction for tasks such as depth estimation, privacy-preserving imaging, and super-resolution.
Academic reach
Collaborations and distinctions
HDSP maintains an international collaborator network that expands the reach of its research, joint projects, and scientific exchange.
The group highlights patent-oriented results that connect research with technology transfer and practical impact.
Its trajectory includes institutional recognition through UIS awards and sustained academic excellence.
The poster highlights doctoral training and researcher recognition as part of the group's academic strength.
Get in touch
Contact
Ph.D Henry Arguello
henarfu@uis.edu.co
LP 333