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image-algorithm-validator

Medical image processing algorithm validation skill for segmentation, detection, and analysis algorithms

library/specializations/domains/science/biomedical-engineering/skills/image-algorithm-validator/SKILL.md

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# Image Algorithm Validator Skill

## Purpose

The Image Algorithm Validator Skill supports validation of medical image processing algorithms, including segmentation, detection, and analysis algorithms, ensuring performance meets clinical requirements.

## Capabilities

- Ground truth dataset curation guidance
- Performance metric calculation (Dice, IoU, sensitivity, specificity)
- Inter-observer variability analysis
- Statistical comparison methods
- Validation dataset stratification
- Multi-reader multi-case study design