Industries · Defense & security
Dense, high-stakes data for defense AI
SAR satellite imagery with 100+ ships per image, drone video tracked frame by frame, and tens of thousands of news articles tagged for intelligence. Labeled precisely, checked outside the tool when the tool can't keep up, and delivered in your exact format.
The problem
What makes defense & security data hard
Density
Some SAR images hold more than 100 vessels, and some drone frames more than 100 objects. Small errors compound across a sequence.
Motion
Drone footage shifts with wind, altitude, and drift, so every box needs frame-by-frame adjustment and orientation.
Strict pack-out
Models expect a specific, non-generic format. Anything else means post-processing before training can start.
How MLtwist helps
One pipeline, built for this data
Our platform prepares and routes the data; our team, yours, or both label it. Every version ships with a Data ID Card.
- Tilted bounding boxes
- AI-assisted tools place angled boxes that follow each ship's or vehicle's orientation.
- Tile and frame preprocessing
- Large SAR tiles are split and resized; drone video is pre-labeled with models tuned to the footage.
- QA outside the tool
- When annotation volume makes the labeling tool lag, we rebuild labeled video and review it as playable video.
- Entity, relation, and coreference tagging
- Thirteen entity fields across news text, with relationships and coreference resolved for intelligence analysis.
Case studies
Defense & security programs we've delivered
Defense company · Defense & security
How MLtwist Streamlined AI Data Processing for SAR-Based Ship Detection Models
Defense technology company · Defense & security
Defense Company Uses MLtwist for Large-Scale NLP on News Articles
Defense company · Defense & security
Defense Company Uses MLtwist for High-Precision Video Tracking
Bring us your defense & security data
Tell us the data type, volume, and timeline. We'll scope it with our team, yours, or both — and deliver it versioned, in your format.
Also available through Carahsoft and Google Cloud Marketplace.