We collaborate with trusted partners to pursue research-driven technology — expanding what’s possible.
Advanced Visual Feature Engineering
Leveraging deep expertise in computer vision, we develop novel features that enhance model perception and interpretability—enabling nuanced visual understanding where traditional approaches fall short.
Custom Deep Learning Models
We design and train neural networks from scratch—tailored to your specific datasets, objectives, and constraints. This ensures optimal performance far beyond what generic models can deliver.
Integrated AI Systems Design
We specialize in identifying, adapting, and integrating cutting-edge technologies into cohesive systems. The result: modular, synergistic solutions that scale and evolve with your mission.
Research Projects
Adversarial Machine Learning
Active Learning
Generating Understanding and Accountability in Robust Detection with Directed Energy Insights and Analysis of Neural Collapse
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
Novel Mathematical Foundation for Automated Annotation of Massive Image Datasets
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
Continual learning for Periscope 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Traditional AI classification systems become outdated the moment they're deployed, unable to adapt to new scenarios without costly retraining from scratch.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
Turning images and video into 3D understanding.
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
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]Where computer vision meets cybersecurity - detecting malware through digital sight
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
Foveated Vision Object Detection
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