scikit-image-processing

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Python image processing for microscopy and bioimage analysis. Read/write images, filter (Gaussian, median, LoG), segment (thresholding, watershed, active contours), measure region properties, detect features. SciPy/NumPy ecosystem. Use OpenCV for real-time video; CellPose for DL cell segmentation; napari for visualization.

DevOps & Infrastructure 286 stars 26 forks Updated 4 days ago NOASSERTION

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Skill Content

# scikit-image — Scientific Image Processing ## Overview scikit-image is a Python library for image processing in the SciPy ecosystem. It provides algorithms for reading/writing images, filtering (noise reduction, edge detection), geometric transforms, segmentation (thresholding, watershed, active contours), object measurement (area, intensity, shape descriptors), and feature detection. Images are represented as NumPy arrays, enabling seamless integration with NumPy, SciPy, matplotlib, and pandas. Widely used for fluorescence microscopy, histology, and general bioimage analysis. ## When to Use - Preprocessing fluorescence microscopy images: background subtraction, denoising, illumination correction - Segmenting cells, nuclei, or organelles using thresholding or watershed - Measuring object properties: area, perimeter, intensity statistics, shape descriptors - Applying morphological operations: erosion, dilation, opening, closing, fill holes - Detecting keypoints or local features in biological images - Converting between image formats and color spaces - Use `OpenCV` instead for real-time video processing or GPU-accelerated operations - For deep-learning cell segmentation, use `CellPose` instead (better accuracy for touching cells) - Use `napari` instead for interactive multi-dimensional image visualization and annotation - For whole-slide image tiling, use `PathML` or `histolab` instead ## Prerequisites - **Python packages**: `scikit-image`, `numpy`, `scipy`, `matplotli...

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Author
jaechang-hits
Repository
jaechang-hits/SciAgent-Skills
Created
5 months ago
Last Updated
4 days ago
Language
Python
License
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