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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...
Interactive cell type annotation for IMC data. Covers napari-based annotation, marker-guided labeling, training data generation, and annotation validation. Use when manually annotating cell types for training classifiers or validating automated phenotyping results.
Interactive viewer for microscopy. Displays 2D/3D/4D arrays as Image, Labels, Points, Shapes, Tracks layers; supports annotation, plugin analysis, headless screenshots. Core visualization for Python bioimage workflows. Use ImageJ/FIJI for macro processing; napari for Python-native interactive vis...
Python bridge to ImageJ2/Fiji for macros, plugins (Bio-Formats, TrackMate, Analyze Particles), NumPy↔ImagePlus/ImgLib2 exchange, and ImageJ Ops. Automates Fiji headlessly from Python. Use scikit-image for pure Python without Fiji plugins; napari for visualization.
Interactive cell annotation and image QC for IMC/MIBI using napari, napari-imc, Mantis Viewer, and cytomapper, covering the pixels-to-cell-table bridge, overlaying masks to catch segmentation/spillover artifacts, inter-annotator variability as the accuracy ceiling, contrast-as-threshold, and buil...
Agent skill for Researcher, Data Scientist, ML / AI Engineer, published by majiayu000. Project details and file access are provided by the publisher.
Agent skill for Researcher, Data Scientist, Clinical Research, published by Rudson-Oliveira. Project details and file access are provided by the publisher.
Agent skill for Researcher, Data Scientist, Clinical Research, published by FridrichMethod. Project details and file access are provided by the publisher.
Agent skill for Researcher, Data Scientist, Clinical Research, published by FridrichMethod. Project details and file access are provided by the publisher.
Agent skill for Researcher, Data Scientist, Clinical Research, published by BioTender-max. Project details and file access are provided by the publisher.
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