Pathology Nuclei Classification
Kalbe Digital Lab
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: Classification
- Modality: Images (Histology and Label)
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