Industrial visionProject in focus
From surface variation to consistent defect boundaries
Define consistent region labels for metal surfaces, using normal textures and defect samples.
- Images
- 600
- Label classes
- 4
- Pilot batch
- 1
CASE STUDIES
Case studies
From task to outcome.See the decisions behind the data.
Explore scope, guideline alignment, review and delivery across road perception, industrial vision, product understanding, speech and robotics tasks.
PROJECT LIBRARY
Explore projects by task.
Compare tasks, scope and services, then open a case for methods and review evidence.
Retail & productsRTL-001
Connecting multi-view images with product attributes
Connect product views with catalog attributes, resolving variant differences and conflicting fields.
- Product records
- 240
- Product images
- 720
- Views / product
- 3
Speech & contentSPC-001
From recorded dialogue to traceable intent labels
Link recordings, speakers, transcripts and intents without losing the conversation context.
- Recordings
- 60
- Audio minutes
- 300
- Intent classes
- 6
Robotics & embodied AIROB-001
Organizing tabletop manipulation into task sequences
Organize grasping, transfer and return sequences, linking visual and depth data with action outcomes.
- Task sequences
- 24
- Task types
- 3
- Sequences / type
- 8
AutomotiveAUTO-001
One road scene. Connected sensor data.
Organize road data into batches with linked images, point clouds and consistent object IDs.
- sequences
- 12
- Synchronized keyframe groups
- 1,200
- Scene types
- 4
Data collectionCOL-001
From a scene gap to a pilot plan.
Define a road-video batch through scene groups and usability requirements.
- Clips · target
- 120
- Per clip
- 20 sec
- Scene groups
- 3
Data annotationANN-002
A small image batch. A shared rulebook.
Start with class definitions and object boundaries to build consistent annotation instructions.
- Images · scope
- 360
- Object classes
- 4
- Pilot batch
- 1
No cases in this category yet
Explore all cases, or tell us about the project you have in mind.
PROJECT BRIEFS
Bring a clear structure to the discussion.
Download scope and deliverable notes for the three automotive, road-collection and road-annotation projects. Other industry case pages include their own scopes and deliverable lists.
Download project briefsJSON · Project documentation · No sign-incase-study.json
{
"sourceStatus": "project-record",
"projectCount": 3,
"projectIds": [
"AUTO-001",
"COL-001",
"ANN-002"
]
}Structure excerpt · full file contains project objects and scope fields
QUESTIONS & ANSWERS
About our case studies
01Can we commission just one stage?
Yes. Discuss collection, annotation, quality review or delivery preparation as needed; you do not need to adopt the entire case workflow.
02Can a case study be used as a price estimate?
Not directly. Cost and timing also depend on sample complexity, coverage, quality requirements and output formats. An estimate needs your own data and scope.
LET’S DEFINE YOUR PROJECT
Start the next brief with your task.
Share target scenes, existing data and current challenges to shape a reviewable scope and pilot plan.