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.
![alt text](file/figures/architecture.png)

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