Advancing Knowledge

Research &Collaborations

Pioneering AI & Imaging Research with Global Impact

Discover cutting-edge research at the intersection of artificial intelligence, statistical signal processing, and advanced imaging from theoretical foundations to transformative real-world applications.

Machine Learning
Remote Sensing
Medical Imaging
Computer Vision
6+
Research Partners
8+
Research Domains
20+
Students Mentored
Research & Innovation

Advancing
AI & Imaging

Pioneering research at the intersection of artificial intelligence, image processing, and data science—from theory to real-world impact.

Research Focus

Specializing in AI for Scientific Discovery, with expertise in statistical image processing, data science, and AI techniques applied to:

Remote Sensing
Medical Imaging
Computer Vision
Genomics
Geoscience
Marine Science

“Particularly interested in developing AI frameworks that translate cutting-edge algorithms into practical tools for scientists across diverse research domains.”

Research Domains

Exploring the frontiers of AI, imaging science, and computational biology

Core

AI & Machine Learning

Deep learning architectures, neural networks, and intelligent algorithms for automated analysis and prediction.

Deep LearningNeural NetworksComputer Vision
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AI & ML

Focus Areas
Deep LearningNeural NetworksComputer Vision
Techniques
1CNN/Transformers
2Transfer learning
3Object detection
4Semantic segmentation
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Core

Statistical Signal Processing

Bayesian inference, probabilistic models, and advanced statistical methods for robust signal analysis.

Bayesian InferenceMCMCSparse Estimation
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Statistical Methods

Focus Areas
Bayesian InferenceMCMCSparse Estimation
Techniques
1MRF models
2Variational methods
3Parameter estimation
4Uncertainty quantification
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Domain

Earth Observation

Satellite, radar, and hyperspectral imaging for environmental monitoring and geospatial analysis.

SAR/InSARHyperspectral+1
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Earth Observation

Focus Areas
SAR/InSARHyperspectralRemote Sensing
Techniques
1Spectral unmixing
2Change detection
3Land classification
4Interferometry
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Domain

Geoscience & Climate

Geological data analysis, climate modeling, and environmental pattern recognition from multi-source data.

Climate AnalysisGeological Mapping+1
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Geoscience

Focus Areas
Climate AnalysisGeological MappingEnvironmental Data
Techniques
1Terrain analysis
2Climate patterns
3Natural hazards
4Resource mapping
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Domain

Medical & Biomedical Imaging

Clinical image analysis, confocal microscopy, and diagnostic imaging for healthcare applications.

Confocal MicroscopyClinical Diagnostics+1
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Medical Imaging

Focus Areas
Confocal MicroscopyClinical DiagnosticsSegmentation
Techniques
1RCM imaging
2Skin analysis
3Cell detection
4Tumor classification
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Domain

Genomics & Bioinformatics

Computational biology, genomic data analysis, and machine learning for biological sequence interpretation.

Sequence AnalysisGene Expression+1
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Genomics

Focus Areas
Sequence AnalysisGene ExpressionProtein Structure
Techniques
1NGS analysis
2Variant calling
3Pathway analysis
4Drug discovery
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Domain

Computer Vision

Image recognition, object detection, and visual understanding systems for automated analysis and interpretation.

Object DetectionImage Segmentation+1
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Computer Vision

Focus Areas
Object DetectionImage SegmentationScene Understanding
Techniques
1YOLO/R-CNN
2Feature extraction
33D reconstruction
4Video analysis
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Domain

Advanced Dashboard Viz

Interactive dashboards, data storytelling, and advanced visualization techniques for complex data exploration.

Interactive ChartsReal-time Analytics+1
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Data Visualization

Focus Areas
Interactive ChartsReal-time AnalyticsData Storytelling
Techniques
1D3.js/Plotly
2Geospatial viz
3Time series
4Network graphs
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Research Methodology

A systematic, iterative approach from discovery to real-world impact

1
Phase 01

Discovery

Identifying research questions & opportunities

Key Activities
Literature reviewGap analysisHypothesis formation
2
Phase 02

Data Acquisition

Systematic collection & curation

Key Activities
Multi-source integrationQuality assuranceEthical compliance
3
Phase 03

Modeling

Algorithm design & implementation

Key Activities
Architecture designTraining & optimizationFeature engineering
4
Phase 04

Validation

Rigorous testing & benchmarking

Key Activities
Cross-validationStatistical testingPerformance metrics
5
Phase 05

Impact

Dissemination & real-world application

Key Activities
PublicationsOpen-source toolsIndustry transfer
Global Research Network

ResearchCollaborations

Building bridges across academia and industry to drive innovation in AI, imaging science, and data-driven research. Our global network spans multiple continents and disciplines.

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Academic Partners

+

Industry Partners

+

Collaborators

+

Countries

France
Saudi Arabia
UK
UAE
Algeria
USA
China

Trusted by

Leading Institutions Worldwide

IRIT/INPT

IRIT/INPT

Toulouse, France

KAUST

KAUST

Saudi Arabia

Heriot-Watt

Heriot-Watt

Edinburgh, UK & Dubai, UAE

Pierre Fabre

Pierre Fabre

France

Atos

Atos

Toulouse, France

IRIT/INPT

IRIT/INPT

Toulouse, France

KAUST

KAUST

Saudi Arabia

Heriot-Watt

Heriot-Watt

Edinburgh, UK & Dubai, UAE

Pierre Fabre

Pierre Fabre

France

Atos

Atos

Toulouse, France

IRIT/INPT

IRIT/INPT

Toulouse, France

KAUST

KAUST

Saudi Arabia

Heriot-Watt

Heriot-Watt

Edinburgh, UK & Dubai, UAE

Pierre Fabre

Pierre Fabre

France

Atos

Atos

Toulouse, France

IRIT/INPT

IRIT/INPT

Toulouse, France

KAUST

KAUST

Saudi Arabia

Heriot-Watt

Heriot-Watt

Edinburgh, UK & Dubai, UAE

Pierre Fabre

Pierre Fabre

France

Atos

Atos

Toulouse, France

IRIT/INPT

IRIT/INPT

Toulouse, France

4
KAUST

KAUST

Saudi Arabia

11
Heriot-Watt

Heriot-Watt

Edinburgh, UK & Dubai, UAE

3

Open to Collaboration

Let's Push the Boundaries ofAI Research Together

Get in Touch

Whether you're from academia or industry, I welcome opportunities to tackle challenging problems and co-author impactful publications.

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