Update README.md

README.md

@@ -32,33 +32,26 @@ dataset_info:
           '4': Unknown
   splits:
   - name: train
-    num_bytes: 7370596186.0
+    num_bytes: 7370596186
     num_examples: 400
   - name: test
-    num_bytes: 1887476013.0
+    num_bytes: 1887476013
     num_examples: 100
   download_size: 7727410763
-  dataset_size: 9258072199.0
+  dataset_size: 9258072199
+paperswithcode_id: bach
+pretty_name: BreAst Cancer Histology
 ---
 
-[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.3632035.svg)](https://doi.org/10.5281/zenodo.3632035)
+# BreAst Cancer Histology (BACH) Dataset: Grand Challenge on Breast Cancer Histology images
 
-# BACH Dataset : Grand Challenge on Breast Cancer Histology images
+![](https://rumc-gcorg-p-public.s3.amazonaws.com/b/176/header_small.x10.jpeg)
 
-**Homepage**: https://zenodo.org/records/3632035 \
-**Homepage**: https://iciar2018-challenge.grand-challenge.org/ \
-**Publication Date**: 2019-05-31 \
-**License**: [Creative Commons Attribution Non Commercial No Derivatives 4.0 International](https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode) \
-**Citation**:
-```bibtex
-@dataset{polonia_2020_3632035,
-  author    = {Polónia, António and Eloy, Catarina and Aguiar, Paulo},
-  title     = {{BACH Dataset : Grand Challenge on Breast Cancer Histology images}},
-  month     = jan,
-  year      = 2020,
-  publisher = {Zenodo}
-}
-```
+## Dataset Description
+
+- **Homepage**: https://iciar2018-challenge.grand-challenge.org
+- **DOI**: https://doi.org/10.5281/zenodo.3632035
+- **Publication Date** 2019-05-31
 
 ## Description
 
@@ -71,4 +64,16 @@ Images have the following specifications:
   * Size: 2048 x 1536 pixels
   * Pixel scale: 0.42 µm x 0.42 µm
   * Memory space: 10-20 MB (approx.)
-  * Type of label: image-wise
+  * Type of label: image-wise
+
+## Citation
+
+```bibtex
+@dataset{polonia_2020_3632035,
+  author    = {Polónia, António and Eloy, Catarina and Aguiar, Paulo},
+  title     = {{BACH Dataset : Grand Challenge on Breast Cancer Histology images}},
+  month     = jan,
+  year      = 2020,
+  publisher = {Zenodo}
+}
+```