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Research-driven. Partner-powered. Built to push what's possible.

Research Projects

Adversarial Machine Learning

Active Learning

GUARDIAN

Generating Understanding and Accountability in Robust Detection with Directed Energy Insights and Analysis of Neural Collapse - Explainable, adversarially-hardened AI for target detection

Most AI detection systems work like “black boxes”, making it impossible to understand their decisions and leaving them vulnerable to deception. Our breakthrough approach delivers transparent, theory-backed AI that not only excels at finding small and camouflaged targets but also explains exactly how it reached each decision. This means faster, more reliable detection with built-in protection against adversarial attacks — giving you both superior performance and the confidence that comes from truly understanding your AI's reasoning.

Adversarial Machine Learning

Active Learning

Maritime Activity Analysis

NOMAD

Novel Mathematical Foundation for Automated Annotation of Massive Image Datasets - Auto-annotation at scale: class labels and pixel-level masks in minutes.

This technology automates the annotation of large image and video datasets by providing both class labels and pixel-level segmentation masks. It significantly reduces annotation time to just minutes and supports high-volume processing, thereby accelerating the development and deployment of specialized targeted detection models.

Maritime Activity Analysis

Video Analysis

Maritime Activity Analysis

CARPOOL

Continual learning for Persistent, real-world video analysis

Traditional AI classification systems become outdated the moment they're deployed, unable to adapt to new scenarios without costly retraining from scratch. Our breakthrough continual learning approach solves this fundamental limitation, creating AI that actually gets smarter with every real-world encounter. The system seamlessly integrates new knowledge while preserving existing expertise, continuously refining its detection and classification capabilities across diverse domains and changing conditions.

Video Analysis

Maritime Activity Analysis

Active Learning

GeoForge

Turning images and video into precise, actionable 3D intelligence.

This technology transforms ordinary images and video into accurate 3D models by seamlessly aligning and registering data from diverse sources and conditions. Built on advanced deep learning and semantic analysis, it produces reconstructions that are both precise and reliable. Applications range from defense and security to mapping, digital twins, and forensic analysis — wherever clear, trustworthy 3D understanding of the world is essential.

Active Learning

Media Forensics

Image Forensics

Our technology identifies a wide range of sophisticated image alterations, such as splicing, deepfakes, inpainting, and seam carving. By examining subtle digital artifacts and inconsistencies, our tools provide an evidence-based assessment of image integrity, empowering organizations to verify the authenticity of visual content in an era of widespread digital misinformation.

Media Forensics

Malware Detection

MalSee

[Demo]

Computer vision applied to cybersecurity — detecting malware by sight, not signature.

Our technology has helped to revolutionize Cybersecurity by using advanced signal and image processing to transform malware into visual patterns, enabling faster and more accurate threat detection.

Malware Detection

Maritime Activity Analysis

FVOD

Foveated Vision Object Detection- Human-inspired target detection for faster, sharper results across complex scenes.

Our advanced software suite improves mission planning and execution with accurate target detection, tracking, and re-identification. It allows analysts to instantly search for small detected objects across all data feeds, making it easier to find critical information quickly. By delivering fast and reliable results, the platform streamlines workflows and supports more efficient, informed decision-making.

Maritime Activity Analysis

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