Machine learning

Synonyms

Artificial intelligence

Using machine learning to perform image quality control

CellProfiler and CellProfiler Analyst, no programming involved. A component for quality control of images. Object "to measure aspects of image quality with CellProfiler and how to use the machine learning tools in CPA to create a robust rules to distinguish low-quality images "

CellProfiler Tutorial: pixel-based classification

CellProfler & ilastik, no programming involved.

Nuclei Segmentation (ilastik)

Workflow

Description

NEUBIAS-WG5 workflow for nuclei segmentation using ilastik v1.3.2 and Python post-processing.

has topic

Machine learning

has function

Pixel classification

Read more about Nuclei Segmentation (ilastik)
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Nuclei Segmentation (Mask-RCNN)

Workflow

Description

NEUBIAS-WG5 workflow for nuclei segmentation using Mask-RCNN. The workflow uses Matterport Mask-RCNN. Keras implementation. The model was trained with Kaggle 2018 Data Science Bowl images.

has topic

Machine learning

has function

Image segmentation

Object detection