Manual review and cross‑checking
Specialists check each other's work and flag issues right on the frame.
Issue #12598
dr.lee an hour ago
Label the upper restoration as well.
Type a comment here..
RemoveResolve
Add labeling capacity without hiring
CVAT‑vetted specialists label image, video, 3D and audio, with domain experience across industries.
Manage big projects with ease
Set it up once, and it scales from one annotator to hundreds.
Shelf audit
Task #412 · 18,000 images
RawConstructor
productprice_taggap
JobsSort byFilter
Job #3051Frames 0-749Assignee:a.okaforStage:annotationState:in progress
Job #3052Frames 750-1499Assignee:m.reyesStage:annotationState:in progress
Job #3053Frames 1500-2249Assignee:k.tanakaStage:validationState:in progress
Job #3054Frames 2250-2999Assignee:j.lewisStage:acceptanceState:completed
Datasets split into jobs
Job #3051
Stage:
annotation- annotation
- validation
- acceptance
Every stage at a glance
Issue #14323
qa.lead an hour ago
Bolt missing here.
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RemoveResolve
Feedback on the frame
Quality you can verify
Every batch is reviewed, scored and measured before you accept it.
Automated QA
Ground truth, honeypots and consensus score every annotator as they work.
* Validation mode
NoneGround TruthHoneypots
Annotator MR · 4 of 4 objects matched 96% · Pass
QA reporting
Accuracy, precision, recall and a confusion matrix for every batch.
Shelf audit / Quality reportBatch 14
Accuracy
96.4%
Precision
95.8%
Recall
96.9%
productprice_taggap
product41263
price_tag91882
gap4196
Rows: ground truth · Columns: annotated
Issue #12598
dr.lee an hour ago
Label the upper restoration as well.
Type a comment here..
RemoveResolve
CVAT is how ML teams ship real-world AI.
