Case Studies

The Work, Shown

Sample projects from datasets we have annotated - robotics episodes, medical segmentation, traffic tracking, sports pose, and crop vision.

Egocentric Manipulation Episodes for Robot Learning

First-person footage of real hand work turned into robot-ready training episodes - per-frame actions, pixel-accurate masks, and 7-D end-effector state, exported as LeRobot and RLDS.

X-ray Bone Segmentation with a Dedicated Medical Engine

Pixel-accurate bone masks on X-ray imagery from our dedicated medical engine, where the label's clinical name is the model's concept prompt - human-verified, on isolated infrastructure.

Traffic Scene Segmentation & Multi-Object Tracking

Vehicles, pedestrians and road furniture labeled with instance segmentation and persistent track IDs - the identity-disciplined data AV perception models train on.

Athlete Pose & Tracking from Match Footage

Player tracking with persistent identities, full-body pose keypoints and ball tracking - per-frame quality that sports models can actually learn temporal patterns from.

Plant Instance Segmentation for Crop Vision

Leaf-and-plant instance masks traced on organic, irregular boundaries with AI assistance - labeled under real field conditions so models survive deployment.