Case Studies

Annotation programmes, each on its own page.

Case studies

Each page shows how a real programme was scoped, labelled and reviewed. Client names stay confidential unless permission has been confirmed.

Analyzing public sentiment around COVID from Tweets & Facebook posts: Sample-message labelling of tweets, posts and comments.
Audio Labeling: Categorizing Herding Dog Sounds: Around 13,000 short recordings of herding-dog audio.
Biomedicine: Project Neuron - Where is the Axon?: 3D neuron-nucleus segmentation and dendrite tracing.
Human pose keypoint annotation: Seventeen-keypoint skeletons for workplace-safety AI on industrial CCTV.
Mass Transit: Detecting masks and belongings of public commuters: CCTV annotation of commuters, belongings and face masks.
PPE compliance: Region-of-interest tags for PPE detection on industrial video.
Public Infrastructure: Repairing telephone poles in Japan: Pole-number-plate identification, including Kanji and Hiragana.
Queue head detection: QA and correction of head boxes on overhead fisheye CCTV.
Retail surveillance AI: Spatial and temporal annotation of in-store CCTV.
Sports: Athlete pose estimation for Alpine skiing: 25-point skeletons across thousands of video frames.
Waste Management: Sorting Recyclable Waste from Photos of Garbage Dumps in the Netherlands: Over 1 million labels across 15k+ images, in 26 categories.
Waste stream classification: Instance segmentation of conveyor imagery for recycling AI.
Workplace safety object detection: Bounding boxes across a detailed workplace-object taxonomy.

Have a similar project? Tell us about the data and the labels you need, and we will scope it with you.