COMPUTER-VISION-BASICS5 MIN READ
Walk the annotation strategy before buying labels
Design a computer-vision annotation plan that matches output type and reduces label noise.
Annotation budget A robotics team is about to purchase 12,000 bounding-box labels for bin images. The label order may be more detailed than the robot action requires. Annotation planning Output type -> label rule -> pilot agreement -> dataset documentation Good labels are designed, tested, and documented before they are scaled. Shortcut Buy all the boxes now. The annotation budget teaches the right task. Annotation is not clerical work; it is how the task becomes learnable. 01 Granularity 02 Pilot 03 Document Choose granularity Output fit
Read the full lesson
Sign up free — one personalized lesson every day, matched to your role and goals.
Already have an account? Sign in