Description.md

Overview

Nuclei classification within Haematoxylin & Eosi stained histology images. Classifying nuclei cells as the following types:

• Other
• Inflammatory
• Epithelial
• Spindle-Shaped

References: https://doi.org/10.1016/j.media.2019.101563

Dataset

The model is trained with Colorectal Nuclear Segmentation and Phenotypes (CoNSeP) dataset https://warwick.ac.uk/fac/cross_fac/tia/data/hovernet. Images were extracted from 16 colorectal adenocarcinoma (CRA) WSIs.

• Target: Nuclei
• Task: Nuclei Cells Class Classification
• Modality: Image (RGB)

Model Architecture

The model is trained using DenseNet121 over CoNSep dataset.

Demo

Please select or upload a nuclei histology image and label image to see Nuclei Cells Classification capabilities of this model