Update README.md

README.md

@@ -10,7 +10,18 @@ pretty_name: PathVQA
 size_categories:
 - 10K<n<100K
 ---
-## Dataset Description
+
+# PathVQA
+
+PathVQA is a dataset of question-answer pairs on pathology images. The questions are similar to those in the
+American Board of Pathology (ABP) test. The dataset includes both open-ended questions and binary "yes/no"
+questions. The dataset is built from two publicly-available pathology textbooks: "Textbook of Pathology" and
+"Basic Pathology", and a publicly-available digital library: "Pathology Education Informational Resource"
+(PEIR). The copyrights of images and captions belong to the publishers and authors of these two books,
+and the owners of the PEIR digital library.
+
+## Dataset Summary
+
 - **Paper:** [PathVQA: 30000+ Questions for Medical Visual Question Answering](https://arxiv.org/abs/2003.10286)
-- **Repository:** [PathVQA Official Code and Data](https://github.com/UCSD-AI4H/PathVQA)
+- **Repository:** [PathVQA Official GitHub Repository](https://github.com/UCSD-AI4H/PathVQA)
 - **Leaderboard:** [Papers with Code Leaderboard](https://paperswithcode.com/sota/medical-visual-question-answering-on-pathvqa)