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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Besma Guesmi - Lead Data Scientist | Ai & Space Technology</title>
<meta name="description" content="Lead Data Scientist with 5 years in space industry, specialising in computer vision, AI, and space weather">
<link rel="stylesheet" href="styles/main.css">
<link rel="preconnect" href="https://fonts.googleapis.com">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link href="https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700&display=swap" rel="stylesheet">
</head>
<body>
<!-- Navigation -->
<nav class="navbar">
<div class="nav-container">
<div class="nav-logo">
<a href="#home" class="logo-highlight">Besma Guesmi</a>
</div>
<ul class="nav-menu">
<li class="nav-item"><a href="#home" class="nav-link">Home</a></li>
<li class="nav-item"><a href="#projects" class="nav-link">Projects</a></li>
<li class="nav-item"><a href="#competencies" class="nav-link">Competencies</a></li>
<li class="nav-item"><a href="#experience" class="nav-link">Experience</a></li>
<li class="nav-item"><a href="#academic" class="nav-link">Academic</a></li>
<li class="nav-item"><a href="#activities" class="nav-link">Activities</a></li>
<li class="nav-item"><a href="#publications" class="nav-link">Publications</a></li>
<li class="nav-item"><a href="#recommendations" class="nav-link">Recommendations</a></li>
<li class="nav-item"><a href="#contact" class="nav-link">Contact</a></li>
</ul>
<div class="hamburger">
<span class="bar"></span>
<span class="bar"></span>
<span class="bar"></span>
</div>
</div>
</nav>
<!-- Hero Section -->
<section id="home" class="hero">
<div class="container">
<div class="hero-content">
<h1 class="hero-title">
Lead Data Scientist in <span class="highlight">Space Technology</span>
</h1>
<p class="hero-subtitle">
5 years of experience designing and deploying AI-driven solutions for space applications,
including satellite imagery analytics and space weather forecasting.
Committed to advancing next-generation intelligent space systems that bridge physics-based modeling and state-of-the-art machine learning.
</p>
<div class="hero-stats">
<div class="stat">
<span class="stat-number">5</span>
<span class="stat-label">Years Experience</span>
</div>
<div class="stat">
<span class="stat-number">14+</span>
<span class="stat-label">Publications</span>
</div>
<div class="stat">
<span class="stat-number">20+</span>
<span class="stat-label">Posters & Presentations</span>
</div>
<div class="stat">
<span class="stat-number">4+</span>
<span class="stat-label">Awards</span>
</div>
</div>
<div class="hero-actions">
<a href="#projects" class="btn btn-primary">View Projects</a>
<a href="#contact" class="btn btn-secondary">Get In Touch</a>
</div>
</div>
</div>
</section>
<!-- Projects Section -->
<section id="projects" class="projects">
<div class="container">
<h2 class="section-title">Featured Projects</h2>
<!-- Space Weather Project -->
<div class="project-card">
<div class="project-content">
<div class="project-badge">Space Weather</div>
<h3 class="project-title">Space Weather Forecasting & Early Warnings</h3>
<p class="project-description">
Developed innovative AI-based frameworks for space weather monitoring and forecasting, enhancing satellite safety and space mission planning.
</p>
<div class="project-tech">
<span class="tech-tag">Python</span>
<span class="tech-tag">PyTorch</span>
<span class="tech-tag">Time series</span>
<span class="tech-tag">Deep Learning</span>
<span class="tech-tag">Space Weather</span>
</div>
<div class="project-links">
<a href="https://ieeexplore.ieee.org/abstract/document/10708396/" class="project-link">EoFNets Paper</a>
<a href="#" class="project-link">CMEGNets Paper</a>
</div>
</div>
<div class="project-visual">
<div class="project-image-container">
<img src="images/space-weather-dashboard.png" alt="Space Weather Monitoring System showing solar flare predictions and CME detection" class="project-image" loading="lazy">
<div class="image-overlay">
<span class="overlay-text">Space Weather AI</span>
</div>
</div>
</div>
</div>
<!-- Disaster Monitoring Project -->
<div class="project-card reverse">
<div class="project-content">
<div class="project-badge">Disaster Monitoring</div>
<h3 class="project-title">Wildfire & Landslide Detection Systems</h3>
<p class="project-description">
Developed DETFireNet for wildfire detection and DETSlideNet for landslide monitoring using
Dual-Encoder SwinTransformer architectures. Advanced computer vision systems for scalable
environmental disaster monitoring and early warning systems.
</p>
<div class="project-tech">
<span class="tech-tag">Swin Transformer</span>
<span class="tech-tag">Computer Vision</span>
<span class="tech-tag">Satellite Imagery</span>
<span class="tech-tag">PyTorch</span>
<span class="tech-tag">Remote Sensing</span>
</div>
<div class="project-links">
<a href="https://www.2025.ieeeigarss.org/papers/accepted_papers.php" class="project-link">IGARSS 2025</a>
<a href="#" class="project-link">IEEE JSTARS</a>
</div>
</div>
<div class="project-visual">
<div class="project-image-container">
<img src="images/disaster-monitoring-ui.png" alt="Disaster monitoring system showing wildfire and landslide detection using satellite imagery" class="project-image" loading="lazy">
<div class="image-overlay">
<span class="overlay-text">Disaster Monitoring AI</span>
</div>
</div>
</div>
</div>
<!-- Star Tracker Project -->
<div class="project-card">
<div class="project-content">
<div class="project-badge">Attitude Determination</div>
<h3 class="project-title">Advanced Star Tracker System</h3>
<p class="project-description">
Developed lightweight deep learning architecture for noise removal and star centroid calculation
in star tracker sensors. Optimized for deployment on embedded platforms including Xilinx KV26,
Intel Movidius VPU, and NVIDIA Jetson for precise attitude determination.
</p>
<div class="project-tech">
<span class="tech-tag">Attitude Determination</span>
<span class="tech-tag">Deep Learning</span>
<span class="tech-tag">C++</span>
<span class="tech-tag">Embedded Systems</span>
<span class="tech-tag">Intel Movidius</span>
</div>
<div class="project-links">
<a href="https://ieeexplore.ieee.org/abstract/document/10708467/" class="project-link">IEEE Paper</a>
<a href="https://ui.adsabs.harvard.edu/abs/2024sais.conf..406A/abstract" class="project-link">6-Star Tracker System</a>
</div>
</div>
<div class="project-visual">
<div class="project-image-container">
<img src="images/star-tracker-hardware.jpg" alt="Star tracker system showing star field analysis and attitude determination" class="project-image" loading="lazy">
<div class="image-overlay">
<span class="overlay-text">Star Tracker AI</span>
</div>
</div>
</div>
</div>
<!-- Computational Storage Project -->
<div class="project-card reverse">
<div class="project-content">
<div class="project-badge">Edge Computing</div>
<h3 class="project-title">AI-based Computational Storage Systems</h3>
<p class="project-description">
Developed enhanced computational storage devices employing AI-based triage for
efficient data processing and storage optimisation in edge environments. Patented
system for intelligent data management in space applications.
</p>
<div class="project-tech">
<span class="tech-tag">AI Triage</span>
<span class="tech-tag">Computational Storage</span>
<span class="tech-tag">Edge Computing</span>
<span class="tech-tag">Patent</span>
<span class="tech-tag">Hardware Integration</span>
</div>
<div class="project-links">
<a href="https://patents.google.com/patent/US20250118052A1/en" class="project-link">Patent</a>
<a href="https://ieeexplore.ieee.org/abstract/document/10396200/" class="project-link">IEEE Paper</a>
</div>
</div>
<div class="project-visual">
<div class="project-image-container">
<img src="images/computational-storage-arch.jpg" alt="3CSD computational storage architecture diagram showing AI-based data triage system" class="project-image" loading="lazy">
<div class="image-overlay">
<span class="overlay-text">Computational Storage</span>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Competencies Section -->
<section id="competencies" class="competencies">
<div class="container">
<h2 class="section-title">Key Competencies</h2>
<div class="competencies-grid">
<!-- Technical Skills -->
<div class="competency-category">
<h3 class="category-title">Technical Expertise</h3>
<div class="skills-list">
<span class="skill-tag">Computer Vision</span>
<span class="skill-tag">Deep Learning</span>
<span class="skill-tag">Predictive Analytics</span>
<span class="skill-tag">LLM & Generative AI</span>
<span class="skill-tag">CI/CD / Git / Docker / MLOps</span>
<span class="skill-tag">Python / Matlab</span>
<span class="skill-tag">PyTorch / Tensorflow</span>
<span class="skill-tag">Hardware-Software Integration</span>
<span class="skill-tag">Embedded Platforms (Xilinx, Intel Movidius, OrangePI)</span>
<span class="skill-tag">Edge AI Inference</span>
<span class="skill-tag">VHDL</span>
<span class="skill-tag">C/C++</span>
<span class="skill-tag">Azure/Metaflow/DVC/MLflow</span>
</div>
</div>
<!-- Leadership Skills -->
<div class="competency-category">
<h3 class="category-title">Leadership & Professional</h3>
<div class="skills-list">
<span class="skill-tag">Project Management</span>
<span class="skill-tag">Team Leadership</span>
<span class="skill-tag">Mentorship and Coaching</span>
<span class="skill-tag">Strategic Planning & Risk Management</span>
<span class="skill-tag">Problem-Solving</span>
<span class="skill-tag">Cross-functional Collaboration</span>
<span class="skill-tag">Technical Speaking</span>
<span class="skill-tag">Research & Development</span>
</div>
</div>
</div>
</div>
</section>
<!-- Experience Section -->
<section id="experience" class="experience">
<div class="container">
<h2 class="section-title">Professional Experience</h2>
<div class="timeline">
<!-- Current Roles (Visible by default) -->
<div class="timeline-item current">
<div class="timeline-marker"></div>
<div class="timeline-content">
<div class="timeline-date">2023 - Present</div>
<h3 class="timeline-title">Lead Data Scientist</h3>
<h4 class="timeline-company">Ubotica Technologies, Dublin-Ireland</h4>
<ul class="timeline-description">
<li>Lead development of 3CSD software and hardware product for space and industrial applications</li>
<li>Manage data science team in creating and deploying solutions for diverse use cases</li>
<li>Develop innovative space weather monitoring and forecasting frameworks</li>
<li>Deploy and optimize AI models on embedded platforms, including Xilinx FPGAs, Intel Movidius VPUs, and Orange Pi boards</li>
<li>Mentor interns and guide professional growth in AI/ML space technology</li>
<li>Lead R&D in anomaly detection and synthetic data generation</li>
</ul>
</div>
</div>
<div class="timeline-item current">
<div class="timeline-marker"></div>
<div class="timeline-content">
<div class="timeline-date">2024 - Present</div>
<h3 class="timeline-title">DevOps/MLOps Teacher</h3>
<h4 class="timeline-company">University of Carthage, Tunis-Tunisia</h4>
<ul class="timeline-description">
<li>Educate Engineering/MSc students on DevOps/MLOps principles and practices</li>
<li>Deliver training on continuous integration, deployment (CI/CD), and automation</li>
<li>Teach MLOps techniques for integrating machine learning workflows with DevOps pipelines</li>
<li>Provide hands-on labs and practical exercises to reinforce concepts and tools through real-world scenarios</li>
</ul>
</div>
</div>
<!-- Past Roles (Hidden by default) -->
<div class="timeline-item past" style="display: none;">
<div class="timeline-marker"></div>
<div class="timeline-content">
<div class="timeline-date">2023</div>
<h3 class="timeline-title">Computer Vision Engineer</h3>
<h4 class="timeline-company">Ubotica Technologies, Dublin-Ireland</h4>
<ul class="timeline-description">
<li>Developed UI and backend solutions for computer vision task evaluation</li>
<li>Created real-time monitoring systems for model performance comparison</li>
<li>Designed and Implemented detection, classification, and segmentation models</li>
</ul>
</div>
</div>
<div class="timeline-item past" style="display: none;">
<div class="timeline-marker"></div>
<div class="timeline-content">
<div class="timeline-date">2022</div>
<h3 class="timeline-title">Computer Vision Engineer, Researcher Intern</h3>
<h4 class="timeline-company">Ubotica Technologies, Dublin-Ireland</h4>
<ul class="timeline-description">
<li>Contributed to star tracker sensor project focusing on SOTA evaluation for noise removal</li>
<li>Proposed lightweight deep learning architecture for efficient noise removal and star centroiding</li>
<li>Evaluated solution on hardware platforms including MyriadX with Raspberry Pi 4 and Nvidia Jetson</li>
<li>Published paper "Hardware-aware Deep-learning Approaches for Image Denoising and Star Detection for Star Tracker Sensors" at CoDiT2024</li>
</ul>
</div>
</div>
<div class="timeline-item past" style="display: none;">
<div class="timeline-marker"></div>
<div class="timeline-content">
<div class="timeline-date">2021</div>
<h3 class="timeline-title">Embedded ML Intern</h3>
<h4 class="timeline-company">TIM Research Laboratory, Monastir-Tunisia</h4>
<ul class="timeline-description">
<li>Implemented Multi-Layer Perceptron (MLP) on Zynq7000 SoC</li>
<li>Designed and optimized neural network architecture for efficient hardware utilization</li>
<li>Used C++ coding and High-Level Synthesis (HLS) for FPGA integration</li>
<li>Leveraged FPGA's parallel processing capabilities to accelerate AI computations</li>
</ul>
</div>
</div>
<div class="timeline-item past" style="display: none;">
<div class="timeline-marker"></div>
<div class="timeline-content">
<div class="timeline-date">2020</div>
<h3 class="timeline-title">Electronics Engineer Intern</h3>
<h4 class="timeline-company">Cure Bionics, Sousse-Tunisia</h4>
<ul class="timeline-description">
<li>Research and development of solar wireless charger for bionic prosthetics</li>
<li>Optimized circuit design and component selection for energy transfer efficiency</li>
<li>Focused on generating sufficient electricity from compact solar panels</li>
</ul>
</div>
</div>
<div class="timeline-item past" style="display: none;">
<div class="timeline-marker"></div>
<div class="timeline-content">
<div class="timeline-date">2019</div>
<h3 class="timeline-title">Electronics Engineer Intern</h3>
<h4 class="timeline-company">Research Center of Microelectronics and Nanotechnology (CRMN), Sousse-Tunisia</h4>
<ul class="timeline-description">
<li>Development of X10 protocol and command implementation in C for home automation</li>
<li>Designed algorithms to encode and decode X10 commands for power line communication</li>
<li>Developed signal noise removal techniques for reliable data transmission</li>
<li>Implemented methods for injecting signals into power sector for command transmission</li>
</ul>
</div>
</div>
<div class="timeline-item past" style="display: none;">
<div class="timeline-marker"></div>
<div class="timeline-content">
<div class="timeline-date">2021-2023</div>
<h3 class="timeline-title">Python & Machine Learning Trainer</h3>
<h4 class="timeline-company">Self-Employed, Little Engineer, Mahdia-Tunisia</h4>
<ul class="timeline-description">
<li>Conducted engaging workshops for teens, ML enthusiasts, and students</li>
<li>Provided hands-on project guidance for real-world problem application</li>
<li>Supervised and mentored students with personalized feedback</li>
<li>Developed curriculum and interactive learning opportunities</li>
</ul>
</div>
</div>
</div>
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</section>
<!-- Academic Background Section -->
<section id="academic" class="academic">
<div class="container">
<h2 class="section-title">Academic Background</h2>
<div class="timeline">
<div class="timeline-item">
<div class="timeline-marker"></div>
<div class="timeline-content">
<div class="timeline-date">2018-2021</div>
<h3 class="timeline-title">Electronics-Microelectronics Engineering</h3>
<h4 class="timeline-company">Higher Institute of Computer Science and Mathematics of Monastir</h4>
<p class="timeline-description">Advanced studies in electronics, microelectronics, and embedded systems</p>
</div>
</div>
<div class="timeline-item">
<div class="timeline-marker"></div>
<div class="timeline-content">
<div class="timeline-date">2015-2018</div>
<h3 class="timeline-title">Bachelor's in Electronics & Telecommunications</h3>
<h4 class="timeline-company">Higher Institute of Computer Science and Mathematics of Monastir</h4>
<p class="timeline-description">Foundation in electronics, telecommunications, and computer systems</p>
</div>
</div>
<div class="timeline-item">
<div class="timeline-marker"></div>
<div class="timeline-content">
<div class="timeline-date">2011-2015</div>
<h3 class="timeline-title">Baccalaureate in Experimental Sciences</h3>
<h4 class="timeline-company">Higher School Ibn Khaldoun Mednine</h4>
<p class="timeline-description">Foundation in scientific studies with focus on mathematics and physics</p>
</div>
</div>
</div>
</div>
</section>
<!-- Activities Section -->
<section id="activities" class="activities">
<div class="container">
<h2 class="section-title">Professional Activities & Leadership</h2>
<div class="activities-grid">
<!-- Current Activities -->
<div class="activity-category">
<h3 class="category-title current">Current Activities</h3>
<div class="activity-list">
<div class="activity-item">
<h4 class="activity-role">IEEE GRSS Secretary & Voting Mmember</h4>
<p class="activity-org">Disaster Management Working Group</p>
<p class="activity-desc">Contributing to develop disaster management standards and strategies.</p>
</div>
<div class="activity-item">
<h4 class="activity-role">Advisory Board Member</h4>
<p class="activity-org">G100: Mission Million</p>
<p class="activity-desc">Providing strategic guidance for global technology initiatives and innovation programs</p>
</div>
<div class="activity-item">
<h4 class="activity-role">Tech Panelist & Speaker</h4>
<p class="activity-org">Global Events (ML4H, Women4Space, IEEE)</p>
<p class="activity-desc">Sharing expertise in space technology, AI, and women in STEM at international conferences</p>
</div>
</div>
</div>
<!-- Past Activities -->
<div class="activity-category">
<h3 class="category-title past">Past Contributions</h3>
<div class="activity-list">
<div class="activity-item visible">
<h4 class="activity-role">Conference Co-Chair</h4>
<p class="activity-org">ICSOC 2024 - AI on Edge Workshop</p>
<p class="activity-desc">Led the 1st International Workshop on Optimising AI Models for Resource-Constrained Edge Devices</p>
</div>
<div class="activity-item visible">
<h4 class="activity-role">Session Chair</h4>
<p class="activity-org">CoDiT 2024</p>
<p class="activity-desc">Chaired "Efficient Training Paradigms for Edge Devices: Balancing Memory and Time Constraints"</p>
</div>
<div class="activity-item visible">
<h4 class="activity-role">Mentor & Reviewer</h4>
<p class="activity-org">ML4H, Climate Change AI, Teens in AI</p>
<p class="activity-desc">Mentored students and reviewed papers for Machine Learning for Health Conference (2023-2024)</p>
</div>
<!-- Hidden activities -->
<div class="activity-item hidden">
<h4 class="activity-role">Data Science Author</h4>
<p class="activity-org">Analytics Vidhya</p>
<p class="activity-desc">Authored technical articles and tutorials on data science and machine learning (2021-2023)</p>
</div>
<div class="activity-item hidden">
<h4 class="activity-role">Tech Mentor</h4>
<p class="activity-org">Teens in AI & Climate Change AI</p>
<p class="activity-desc">Guided young developers and climate tech enthusiasts in AI projects and career development</p>
</div>
<div class="activity-item hidden">
<h4 class="activity-role">Paper Reviewer</h4>
<p class="activity-org">Machine Learning for Health (ML4H) Conference</p>
<p class="activity-desc">Reviewed research papers and provided expert feedback for conference submissions</p>
</div>
</div>
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</section>
<!-- Publications Section -->
<section id="publications" class="publications">
<div class="container">
<h2 class="section-title">Awards & Publications</h2>
<!-- Awards -->
<div class="awards-grid">
<div class="award-card featured">
<h3 class="award-title">
<a href="https://ubotica.com/best-research-award-at-positioning-navigation-and-timing-pnt-domain-from-uae-space-agency/" target="_blank" rel="noopener">
Best Paper Award
</a>
</h3>
<p class="award-conference">SRC24, UAE Space Agency</p>
<p class="award-domain">Position, Navigation, and Timing (PNT) Track</p>
<span class="award-year">2024</span>
</div>
<div class="award-card">
<h3 class="award-title">Best Industrial Paper Award</h3>
<p class="award-conference">ICSOC 2024</p>
<p class="award-domain">Visual Anomaly Detection in Industrial Systems</p>
<span class="award-year">2024</span>
</div>
<div class="award-card">
<h3 class="award-title">
<a href="https://deeplearningindaba.com/2024/posters/" target="_blank" rel="noopener">
Best MLOps Poster Award
</a>
</h3>
<p class="award-conference">Deep Learning Indaba 2024</p>
<p class="award-domain">3CSD Edge MLOps (Poster ID: 120, Session: 168)</p>
<span class="award-year">2024</span>
</div>
<div class="award-card">
<h3 class="award-title">
<a href="https://iadf-school.org/#awards&prizes" target="_blank" rel="noopener">
IADF Travel Grant Award
</a>
</h3>
<p class="award-conference">IADF School 2025</p>
<p class="award-domain">Machine Learning for Earth Observation</p>
<span class="award-year">2025</span>
</div>
</div>
<!-- Publications List in Two Columns -->
<div class="publications-grid">
<!-- Column 1 -->
<div class="publications-column">
<!-- Patent -->
<div class="publication-item">
<div class="pub-content">
<h3 class="pub-title">System and Method for Actively Triaging Data in a Computational Storage System Deployed in an Edge Environment</h3>
<p class="pub-authors">Co-authored by <strong>Guesmi, B.</strong></p>
<p class="pub-conference">US Patent US20250118052A1</p>
<div class="pub-keywords">
<span class="keyword">Computational Storage</span>
<span class="keyword">Edge Computing</span>
<span class="keyword">Data Triage</span>
<span class="keyword">AI Optimization</span>
<span class="keyword">System Architecture</span>
</div>
<div class="pub-links">
<a href="https://patents.google.com/patent/US20250118052A1/en" class="pub-link">View Patent</a>
</div>
</div>
</div>
<!-- OilSpillNets -->
<div class="publication-item">
<div class="pub-content">
<h3 class="pub-title">OilSpillNets: Detecting and Estimating Oil Spills using Fusion</h3>
<p class="pub-authors"><strong>Guesmi, B.</strong>, et al.</p>
<p class="pub-conference">Springer Journal</p>
<div class="pub-keywords">
<span class="keyword">Oil Spill Detection</span>
<span class="keyword">Sensor Fusion</span>
<span class="keyword">Marine Monitoring</span>
<span class="keyword">Environmental AI</span>
<span class="keyword">Remote Sensing</span>
</div>
<div class="pub-links">
<a href="https://link.springer.com/article/10.1007/s41207-025-00914-y" class="pub-link">Springer Link</a>
</div>
</div>
</div>
<!-- Enhanced Computational Storage -->
<div class="publication-item">
<div class="pub-content">
<h3 class="pub-title">Enhanced Computational Storage Device Employing AI-based Triage</h3>
<p class="pub-authors"><strong>Guesmi, B.</strong>, et al.</p>
<p class="pub-conference">ESA EDHPC 2023</p>
<div class="pub-keywords">
<span class="keyword">Computational Storage</span>
<span class="keyword">AI Triage</span>
<span class="keyword">Edge Computing</span>
<span class="keyword">Data Optimization</span>
<span class="keyword">Hardware Acceleration</span>
</div>
<div class="pub-links">
<a href="https://ieeexplore.ieee.org/abstract/document/10396200/" class="pub-link">IEEE Xplore</a>
</div>
</div>
</div>
<!-- EoFNets -->
<div class="publication-item">
<div class="pub-content">
<h3 class="pub-title">EoFNets: EyeonFlare Networks to Predict Solar Flare using Temporal Convolutional Network (TCN)</h3>
<p class="pub-authors"><strong>Guesmi, B.</strong>, et al.</p>
<p class="pub-conference">CoDiT 2024</p>
<div class="pub-keywords">
<span class="keyword">Solar Flare Prediction</span>
<span class="keyword">Temporal Convolutional Networks</span>
<span class="keyword">Space Weather</span>
<span class="keyword">Time Series</span>
<span class="keyword">Deep Learning</span>
</div>
<div class="pub-links">
<a href="https://ieeexplore.ieee.org/abstract/document/10708396/" class="pub-link">IEEE Xplore</a>
</div>
</div>
</div>
<!-- Visual Anomaly Detection -->
<div class="publication-item">
<div class="pub-content">
<h3 class="pub-title">Visual Anomaly Detection in Modern Industrial Manufacturing Systems: Survey, Challenges and Future Directions</h3>
<p class="pub-authors">Co-authored by <strong>Guesmi, B.</strong></p>
<p class="pub-conference">Springer Chapter - Best Industrial Paper Award</p>
<div class="pub-keywords">
<span class="keyword">Anomaly Detection</span>
<span class="keyword">Computer Vision</span>
<span class="keyword">Industrial AI</span>
<span class="keyword">Survey</span>
<span class="keyword">Manufacturing</span>
</div>
<div class="pub-links">
<a href="https://link.springer.com/chapter/10.1007/978-981-96-7238-7_25" class="pub-link">Springer Link</a>
</div>
</div>
</div>
<!-- Hardware-aware Star Tracker -->
<div class="publication-item">
<div class="pub-content">
<h3 class="pub-title">Hardware-aware Deep Learning Approaches for Image Denoising and Star Detection for Star Tracker Sensor</h3>
<p class="pub-authors"><strong>Guesmi, B.</strong>, et al.</p>
<p class="pub-conference">CoDiT 2024</p>
<div class="pub-keywords">
<span class="keyword">Star Tracker</span>
<span class="keyword">Image Denoising</span>
<span class="keyword">Hardware-aware AI</span>
<span class="keyword">Embedded Systems</span>
<span class="keyword">Space Navigation</span>
</div>
<div class="pub-links">
<a href="https://ieeexplore.ieee.org/abstract/document/10708467/" class="pub-link">IEEE Xplore</a>
</div>
</div>
</div>
<!-- 6-Star Tracker System -->
<div class="publication-item">
<div class="pub-content">
<h3 class="pub-title">Maximizing Celestial Awareness: 6-Synchronized-Star-Trackers for Attitude Determination</h3>
<p class="pub-authors">Co-authored by <strong>Guesmi, B.</strong></p>
<p class="pub-conference"> ESA SPAICE 2024</p>
<div class="pub-keywords">
<span class="keyword">Star Tracker</span>
<span class="keyword">Attitude Determination</span>
<span class="keyword">Space Navigation</span>
<span class="keyword">Sensor Fusion</span>
<span class="keyword">Celestial Awareness</span>
</div>
<div class="pub-links">
<a href="https://ui.adsabs.harvard.edu/abs/2024sais.conf..406A/abstract" class="pub-link">ADS Abstract</a>
</div>
</div>
</div>
</div>
<!-- Column 2 -->
<div class="publications-column">
<!-- AI in Space Weather -->
<div class="publication-item">
<div class="pub-content">
<h3 class="pub-title">The Use of AI in Operational Space Weather Missions</h3>
<p class="pub-authors">Co-authored by <strong>Guesmi, B.</strong></p>
<p class="pub-conference">AMS Conference 2024</p>
<div class="pub-keywords">
<span class="keyword">Space Weather</span>
<span class="keyword">Operational AI</span>
<span class="keyword">Satellite Safety</span>
<span class="keyword">Mission Planning</span>
<span class="keyword">Real-time Systems</span>
</div>
<div class="pub-links">
<a href="https://ui.adsabs.harvard.edu/abs/2024AMS...10439840F/abstract" class="pub-link">ADS Abstract</a>
</div>
</div>
</div>
<!-- Machine-Readable Code Detection -->
<div class="publication-item">
<div class="pub-content">
<h3 class="pub-title">Balancing Accuracy and Efficiency: Navigating The Trade-off Between Machine-Readable Code Detection and Data Size Reduction</h3>
<p class="pub-authors">Co-authored by <strong>Guesmi, B.</strong></p>
<p class="pub-conference">2025 11th International Conference on Control, Decision and Information Technologies (CoDIT)</p>
<div class="pub-keywords">
<span class="keyword">Code Detection</span>
<span class="keyword">Data Compression</span>
<span class="keyword">Efficiency Trade-off</span>
<span class="keyword">Machine Learning</span>
<span class="keyword">Optimization</span>
</div>
<div class="pub-links">
<a href="https://ieeexplore.ieee.org/abstract/document/11321805" class="pub-link">Paper Link</a>
</div>
</div>
</div>
<!-- DETSlideNet -->
<div class="publication-item">
<div class="pub-content">
<h3 class="pub-title">DETSlideNet: Dual-Encoder SwinTransformer for Scalable Landslides Detection & Monitoring</h3>
<p class="pub-authors"><strong>Guesmi, B.</strong>, et al.</p>
<p class="pub-conference">IGARSS 2025 - 2025 IEEE International Geoscience and Remote Sensing Symposium</p>
<div class="pub-keywords">
<span class="keyword">Landslide Detection</span>
<span class="keyword">Swin Transformer</span>
<span class="keyword">Dual-Encoder</span>
<span class="keyword">Remote Sensing</span>
<span class="keyword">Disaster Monitoring</span>
</div>
<div class="pub-links">
<a href="https://ieeexplore.ieee.org/abstract/document/11243491" class="pub-link">IGARSS 2025</a>
</div>
</div>
</div>
<!-- CMEGNets -->
<div class="publication-item">
<div class="pub-content">
<h3 class="pub-title">CMEGNets: A Self-Supervised Framework for Coronal Mass Ejections (CMEs) Classification & Detection</h3>
<p class="pub-authors"><strong>Guesmi, B.</strong>, et al.</p>
<p class="pub-conference">Advances in Space Research</p>
<div class="pub-keywords">
<span class="keyword">Space Weather</span>
<span class="keyword">Solar Physics</span>
<span class="keyword">Coronal Mass Ejections</span>
<span class="keyword">Self-Supervised Learning</span>
<span class="keyword">Segmentation</span>
</div>
<div class="pub-links">
<a href="https://www.sciencedirect.com/science/article/abs/pii/S0273117726000864" class="pub-link">AISR Link</a>
</div>
</div>
</div>
<!-- EoFTCNets -->
<div class="publication-item">
<div class="pub-content">
<h3 class="pub-title">EoFTCNets: Efficient Solar Flare Forecasting using 3D Temporal Convolutional Networks (3TCN)</h3>
<p class="pub-authors"><strong>Guesmi, B.</strong>, et al.</p>
<p class="pub-conference">Advances in Space Research - Under Review</p>
<div class="pub-keywords">
<span class="keyword">Solar Flare Forecasting</span>
<span class="keyword">3D TCN</span>
<span class="keyword">Time Series</span>
<span class="keyword">Space Weather</span>
<span class="keyword">Deep Learning</span>
</div>
<div class="pub-links">
<a href="#" class="pub-link">Coming Soon</a>
</div>
</div>
</div>
<!-- DETFireNet -->
<div class="publication-item">
<div class="pub-content">
<h3 class="pub-title">DETFireNet: Dual-Encoder SwinTransformer for Scalable Wildfire Detection & Monitoring</h3>
<p class="pub-authors"><strong>Guesmi, B.</strong>, et al.</p>
<p class="pub-conference">IEEE J-STARS - To be published</p>
<div class="pub-keywords">
<span class="keyword">Wildfire Detection</span>
<span class="keyword">Swin Transformer</span>
<span class="keyword">Dual-Encoder</span>
<span class="keyword">Satellite Imagery</span>
<span class="keyword">Environmental Monitoring</span>
</div>
<div class="pub-links">
<a href="#" class="pub-link">Coming Soon</a>
</div>
</div>
</div>
<!-- MSSD Framework -->
<div class="publication-item">
<div class="pub-content">
<h3 class="pub-title">MSSD Framework: MSSD-Net for Marine Surface Debris Detection Using Transformer & MSSD-App for Early Warnings</h3>
<p class="pub-authors">Co-authored by <strong>Guesmi, B.</strong></p>
<p class="pub-conference">IEEE J-STARS - To be published</p>
<div class="pub-keywords">
<span class="keyword">Marine Debris</span>
<span class="keyword">Transformer</span>
<span class="keyword">Early Warning</span>
<span class="keyword">Ocean Monitoring</span>
<span class="keyword">Environmental AI</span>
</div>
<div class="pub-links">
<a href="#" class="pub-link">Coming Soon</a>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Recommendations Section -->
<section id="recommendations" class="recommendations">
<div class="container">
<h2 class="section-title">Professional Recommendations</h2>
<div class="recommendations-slider">
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<!-- Recommendation 1 -->
<div class="recommendation-slide">
<div class="recommendation-content">
<div class="recommendation-header">
<h3 class="recommender-name">Hassan Abouseada</h3>
<p class="recommender-title">Senior Space Systems Expert | Director of Frequency Coordination, EGSA | IEEE Senior Member | Chair, IEEE P4011 | 2025 Lunar Game Changer Award Winner</p>
<p class="recommendation-date">February 10, 2026 · Managed Besma directly</p>
</div>
<div class="recommendation-body">
<p>"Besma Guesmi is an exceptional professional who played a vital role in the foundational stages of the IEEE P4011 standard. As the Secretary of our initial study group, she was essential to the successful drafting and approval of the project. Her dedication led us to initiate the GRSS Disaster Management and Early Warning Working Group, where she continues to contribute as a Voting Member. </p>
<p>Besma’s rare combination of expertise in Lead Data Science and her commitment to international standards, specifically in utilizing EO data for disaster response positions her at the forefront of the space industry. I highly recommend her for any professional or academic endeavor in the space and AI sectors."</p>
</div>
<div class="recommendation-highlight">
<strong>Exceptional Leadership in Space</strong>
</div>
</div>
</div>
<!-- Recommendation 2 -->
<div class="recommendation-slide active">
<div class="recommendation-content">
<div class="recommendation-header">
<h3 class="recommender-name">Silvia Liberata Ullo</h3>
<p class="recommender-title">IET Image Processing Editor in Chief. IEEE Senior Member. IEEE GRSS AdCom Member, Europe Liaison, IADF TC Member. IEEE AESS Italy Chapter Chair. Networld Europe Steering Board Member.</p>
<p class="recommendation-date">September 30, 2025 · Worked with Besma but on different teams</p>
</div>
<div class="recommendation-body">
<p>"Happy to have collaborated with Besma Guesmi on our IEEE GRSS research in disaster management. Besma demonstrated excellent skills in data analysis and a strong motivation to apply remote sensing for real-world impact. Her analytical rigor and collaborative spirit were key to the success of our papers. I have no doubt she will continue to thrive in her research endeavors. Besides the scientific skills I appreciate her soul, unique and special, and her ability to teamworking and handling several tasks achieving all objectives."</p>
</div>
<div class="recommendation-highlight">
<strong>Excellent Skills in Data Analysis and Collaborative Spirit</strong>
</div>
</div>
</div>
<!-- Recommendation 3 -->
<div class="recommendation-slide">
<div class="recommendation-content">
<div class="recommendation-header">
<h3 class="recommender-name">Habib Fathallah</h3>
<p class="recommender-title">Professor ITC, University of Carthage, Senior Member IEEE/OSA</p>
<p class="recommendation-date">May 31, 2025 · Worked together on the same team</p>
</div>
<div class="recommendation-body">
<p>"Besma Guesmi recently delivered a comprehensive DevOps course to our Software Engineering & AI students, and the feedback has been overwhelmingly positive. Her engaging teaching style, effective pedagogy, and masterful balance between fundamental concepts and practical hands-on work were highly appreciated by all. Furthermore, her mastery of state-of-the-art technologies ensured that students were learning the most current and relevant practices, and she brilliantly showcased practical implementations of machine learning in various industrial settings. Besma's dedication truly made a difference in the students' learning experience. Very Highly recommended!"</p>
</div>
<div class="recommendation-highlight">
<strong>A Stellar DevOps Educator!</strong>
</div>
</div>
</div>
<!-- Recommendation 34 -->
<div class="recommendation-slide">
<div class="recommendation-content">
<div class="recommendation-header">
<h3 class="recommender-name">David Moloney</h3>
<p class="recommender-title">CTO/Chief Scientist, PhD AI HW/SW - Ubotica Technologies</p>
<p class="recommendation-date">November 22, 2021 · Managed Besma directly</p>
</div>
<div class="recommendation-body">
<p>"Besma approached me about an internship with Ubotica and was so insistent that she wanted to work for us that it was impossible to say no. Even though still an undergraduate she took on a very challenging project to implement a star-tracker using novel deep-learning techniques. She brought a very open and enthusiastic approach to her work at all times and performed exceptionally well despite never having met me face to face because of the pandemic. She did everything from researching SoTA star-tracking algorithms to assembling training data-sets and training the deep-networks singlehandedly. She also evaluated a variety of tools that were not known to the Ubotica team and ported the code to several embedded platforms during her six month internship. This scope of work would have been a challenge even for a senior engineer. Besma is an exceptional talent with a very inquisitive mind and keen intellect who will go far in her chosen profession. I'm glad to have her as a permanent member of my team."</p>
</div>
<div class="recommendation-highlight">
<strong>Exceptional Talent with Keen Intellect</strong>
</div>
</div>
</div>
</div>
</div>
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<h2 class="section-title">Contact</h2>
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<a href="https://www.linkedin.com/in/besma-guesmi-a94201161/" class="social-link" target="_blank" rel="noopener">
LinkedIn
</a>
<a href="https://github.com/besmaguesmi" class="social-link" target="_blank" rel="noopener">
GitHub
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