Update README.md

README.md

@@ -1,3 +1,37 @@
----
-license: apache-2.0
----
+---
+license: apache-2.0
+tags:
+- vision
+- image-classification
+---
+
+### (Breast) Breast Invasive Carcinoma
+
+This model can additionally be run on our [pathology reports platform](https://www.pathologyreports.ai/marketplace/browse/ccbc6666-c7c1-45c4-9a62-e8165603c613)
+
+Credits: Dr. Kiran Jakate
+
+### Introduction
+
+This H&E breast invasive carcinoma tissue classifier was developed using transfer learning on a histology optimized version of the VGG19 CNN [(DOI: 10.1038/s42256-019-0068-6)](https://doi.org/10.1038/s42256-019-0068-6) and trained to recognize breast invasive carcinoma and other surrounding tissue elements.
+
+Annotations were carried out on batches of image tiles (dimensions: 512 x 512 px) grouped using image-based clustering [(HAVOC, DOI: 10.1126/sciadv.adg1894)](https://doi.org/10.1126/sciadv.adg1894) from 5 publicly available TCGA-BRCA H&E-stained whole slide images. The validation was carried out on non-overlapping cases from TCGA.
+
+### Classes
+
+1. Adipose Tissue
+2. Adipose Tissue Interfaced With Another Tissue Type
+3. Blank Space
+4. Blood Vessel
+5. Fibroconnective Tissue
+6. Fibrosis
+7. Lymph Node Capsule
+8. Lymph Node Cortex
+9. Lymph node hilum area
+10. Nodal Metastatic Carcinoma
+
+This information can be found in the inference.json file
+
+### Evaluation Metrics
+
+Classifier validation can be found on the [pathology reports platform](https://www.pathologyreports.ai/marketplace/browse/ccbc6666-c7c1-45c4-9a62-e8165603c613)