Map tasks
Separate sewing, handling, edge work, and preparation into clear task units.
Back to all case studies
Data collection cases
Apparel workflow capture across skilled manual tasks
Apparel and textiles ·
Public task evidence covering sewing, garment handling, edge work, and other fine manual operations.
Challenge
Apparel operations combine deformable materials, subtle hand motion, changing part state, and operator technique—context that generic image datasets do not preserve.
Constraints
- Task descriptions must distinguish visually similar operations.
- Public samples must not identify the operating organization.
PandectAI scope
- 01Select fine manipulation and sewing workflows
- 02Normalize task and capture metadata
- 03Publish a representative evidence subset
Solution
PandectAI grouped apparel clips around observable tasks and consistent capture facts so model teams can evaluate scene relevance before defining a custom program.
Review
Check that task names, device facts, and visible operations align.
Expose evidence
Make the cleared subset searchable while reserving fuller sequences for scoped delivery.
Deliverables
- 9 public apparel workflow clips
- Task and capture metadata
- Direct links for evidence review
Verified outcomes
9
public evidence clips
Current Apparel workflows category in the public Data Library.
1080p / 60 fps
published capture format
Device parameters recorded for the selected public clips.
Technical details
Data collection cases
- Environment
- Apparel production and garment handling
- Target task
- Sewing, preparation, edge work, and fine garment manipulation
- Modalities
- Task-level RGB video
- Capture equipment
- GoPro13
- Volume
- 9 clips in the current public evidence subset
- Annotation
- Task title, environment category, device, resolution, frame rate, and file size
- Rights & privacy
- Only media cleared for public evidence is displayed; project rights are defined per collection scope.
- Quality assurance
- Stable metadata, poster availability, playback links, and build-time route checks
- Delivery formats
- MP4 evidence clips · Structured metadata
Disclosure note
The operating site and participating organization are anonymized. Metrics describe the public evidence subset only.
Related case studies
Data collection cases Electronics manufacturing
Electronics assembly workflow capture
Task-level video evidence across fine assembly, fitting, soldering, testing, and handling operations in electronics production.
Selected evidence
21 public evidence clips