VIPRO annotation work across three domains — a 3D facial point-cloud scan, first-person factory assembly, and a smart-city street with tracked vehicles
VIPRO / The work archive

Case Studies. Data Annotation Work Archive

Different worlds. Difficult data.
The decisions that make the difference.

These case studies show how VIPRO Annotation handles difficult training data in practice. Factory Egocentric Tag Annotation covers worker activity tagged across more than one million first-person factory frames. FacePoint AI documents facial landmark annotation on 3D point-cloud scans. CityScope AI covers street scenes labelled with polygons and bounding boxes for urban perception. Each study explains the labelling rules, workflow and quality checks behind the delivered data, so you can judge how a similar project would run.

In short: Factory Egocentric Tag Annotation tagged worker activity across more than one million first-person factory frames. FacePoint AI annotated facial landmarks on about 500 3D point-cloud scans. CityScope AI labelled street scenes with polygons and bounding boxes to build an urban perception dataset for computer vision.

The collection

Look closer.
Every label has a story.

From city surfaces to first-person factory work and facial landmark datasets—explore the annotation decisions, workflows, and quality checks behind each project.

03 / PROJECTS
Raw first-person fisheye footage from the factory annotation workflow
Manufacturing

Factory Egocentric Tag Annotation

Egocentric video annotation for worker activity recognition and process optimization.

Person-level + Right-hand + Left-hand tagsExplore the case study
FacePoint AI — annotated facial scan coverage
3D Data

FacePoint AI — Facial Landmark Dataset

Turning captured facial geometry into a processed, annotated 3D dataset.

Point-cloud processing + Facial landmarksExplore the case study
CityScope AI — Urban Perception Dataset — original supplied annotation scene
Urban Perception

CityScope AI — Urban Perception Dataset

Turning complex urban environments into structured data for autonomous perception and 3D mapping.

Polygon + Bounding BoxExplore the case study
The next chapter

Your data.
A new kind of challenge.

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