Join our in-depth webinar series to explore how synthetic imagery and advanced simulation are revolutionizing AI/ML performance for critical defense and surveillance applications. This series is ideal for defense engineers, researchers, data scientists, image analysts, and program managers involved in intelligence, surveillance, target acquisition, and reconnaissance (ISTAR) efforts, vehicle system development, soldier vulnerability, mission planning, and automated security applications. 

Don't miss this opportunity to see how simulation and AI combine to solve real-world sensing challenges and shape the future of global overhead surveillance. 

Webinar Series


Webinar 1: An Introduction to MuSES and Scene Simulation for AI/ML Applications

Thursday, August 21, 2025  |  9:00 AM ET

Discover how MuSES (Multi-Service Electro-Optic Signature) provides unparalleled accuracy in simulating high-fidelity targets, including ground vehicles, aircraft, watercraft, and human personnel, in realistic operational environments. Learn to generate vast, diverse synthetic datasets for training robust machine learning algorithms, addressing the challenges of acquiring real-world data, especially for non-visible wavebands. This session will cover realistic environmental modeling, detailed thermal-electrical modeling, human modeling, and signature management.

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Webinar 2: Enhancing UAV Detection in Thermal Infrared with Synthetic Data and Deep Learning

Thursday, September 4, 2025  |  9:00 AM ET

This webinar explores how synthetic thermal infrared imagery dramatically improves deep learning performance for detecting and recognizing unmanned aerial vehicles (UAVs). Learn how physics-based simulation tools like MuSES and CoTherm generate realistic datasets of commercial and military UAVs under varying conditions to overcome the difficulty of acquiring high-quality thermal IR data. We'll discuss automated dataset generation and demonstrate its impact on training YOLO deep learning models, analyzing performance across real and synthetic imagery. 

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Webinar 3: Unlock Advanced Human Detection with Multimodal Remote Sensing & Thermal Modeling in MuSES

Thursday, October 9, 2025  |  9:00 AM ET

Revolutionize your EO/IR simulation capabilities by exploring the integration of multimodal remote sensing data and human thermal modeling within MuSES. This session will reveal how incorporating variations in clothing, body pose, time of day, weather, sensor perspectives, and background scenes enhances the robustness of AI/ML models for human detection and recognition in complex environments. You'll learn about realistic environmental modeling, advanced human thermal modeling, automatic target detection/recognition, and multimodal dataset generation to boost training strategies and AI resilience.

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Webinar 4: OPIR Surveillance: Synthetic IR Imagery and Deep Learning for Overhead Target Detection

Thursday, November 6, 2025  |  9:00 AM ET

Revolutionize your EO/IR simulation capabilities by exploring the integration of multimodal remote sensing data and human thermal modeling within MuSES. This session will reveal how incorporating variations in clothing, body pose, time of day, weather, sensor perspectives, and background scenes enhances the robustness of AI/ML models for human detection and recognition in complex environments. You'll learn about realistic environmental modeling, advanced human thermal modeling, automatic target detection/recognition, and multimodal dataset generation to boost training strategies and AI resilience.

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