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IM

image-analysis

Maintainer FreedomIntelligence · Last updated April 1, 2026

image-analysis.

OpenClawNanoClawAnalysisReproductionimage-analysisopenclaw medical skillsadditional scientific toolsimage

Original source

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/image-analysis

Maintainer
FreedomIntelligence
License
MIT
Last updated
April 1, 2026

Skill Snapshot

Key Details From SKILL.md

2 min

Key Notes

  • Extract features and segment tissue images in spatial transcriptomics data.
  • library_id = list(adata.uns['spatial'].keys())[0] img_dict = adata.uns['spatial'][library_id]['images'].

Source Doc

Excerpt From SKILL.md

High and low resolution images

hires = img_dict['hires'] lowres = img_dict['lowres']

print(f'Hires shape: {hires.shape}') print(f'Lowres shape: {lowres.shape}')

Get scale factors

scalef = adata.uns['spatial'][library_id]['scalefactors'] spot_diameter = scalef['spot_diameter_fullres'] hires_scale = scalef['tissue_hires_scalef']


## Squidpy's ImageContainer for organized image handling

img = sq.im.ImageContainer(adata.uns['spatial'][library_id]['images']['hires'])
print(img)

Use cases

  • Use image-analysis in research workflows aligned with this subject area.
  • Follow the upstream documentation for the full working procedure.

Not for

  • Do not rely on this catalog entry alone for installation or maintenance details.

Upstream Related Skills

  • spatial-data-io - Load spatial data with images
  • spatial-visualization - Visualize images with expression
  • spatial-domains - Use image features for domain detection

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