Magic Touch in Unitlab: Faster Interactive Segmentation Without Losing Control
A practical guide to human-guided segmentation with Magic Touch, including class setup, boundary review, benchmarking, and quality workflows.
Documents and Multimodal Releases: Building Rich Training Data in Unitlab
A live-product look at document data in Unitlab, multimodal release anatomy, verified capabilities, and a reproducible handoff pattern for ML teams.
Medical Data Annotation in Unitlab: Structured Labels for Clinical AI
How Unitlab combines synchronized DICOM and 3D viewing with structured clinical properties—and how teams can validate a responsible medical labeling pilot.
Text Annotation in Unitlab: Entities, Relations, and Structured Context
How to structure entity and relation annotation in Unitlab, resolve span ambiguity, calibrate reviewers, and create reusable NLP training data.
Audio Annotation in Unitlab: Events, Segmentation, and Speech Workflows
A practical operating guide for audio events, temporal boundaries, transcription-oriented projects, quality review, and versioned delivery in Unitlab.
Video Annotation at Scale: Auto-Tracking, Interpolation, and Frame-Level Control
A field guide to designing consistent video labels with frame controls, object tracks, interpolation, ML-assisted tracking, and human review.
Image Annotation in Unitlab: From Bounding Boxes to Pixel-Accurate Masks
A practical guide to choosing image annotation geometry, configuring the live Unitlab workbench, and building a review process that protects label quality.
Multimodal Data Annotation in One Workspace: A Complete Unitlab Tour
A live-product tour of Unitlab's multimodal data operations—from source assets and reusable ontologies to review workflows and versioned releases.
Computer Vision for E-commerce and Retail
Learn how computer vision is being applied in e-commerce and retail to improve operations, user experience, and sales.
