Update README.md

README.md

@@ -15,32 +15,6 @@ license: mit
 RATCHET is a Medical Transformer for Chest X-ray Diagnosis and Reporting. Based on the architecture featured in [Attention Is All You Need](https://papers.nips.cc/paper/7181-attention-is-all-you-need.pdf). This network is trained and validated on the MIMIC-CXR v2.0.0 dataset.
 
 
-### Architecture
+### Examples
 
-<p align="center">
-  <img src="assets/model_transformer.png" alt="RATCHET Architecture" width="300"/>
-</p>
-
-
-### Results
-
-<p align="center">
-  &nbsp;&nbsp;&nbsp;&nbsp;
-  <img src="https://upload.wikimedia.org/wikipedia/commons/7/7a/Cardiomegally.PNG" alt="Cardiomegaly" height="300"/>
-  &nbsp;&nbsp;&nbsp;&nbsp;
-  &nbsp;&nbsp;&nbsp;&nbsp;
-  <img src="assets/attn_plot.png" alt="Cardiomegaly Attention Plot" height="300"/>
-  &nbsp;&nbsp;&nbsp;&nbsp;
-</p>
-
-
-##### Generated Text: 
-
-> In comparison with the study of \_\_\_, there is little overall change. Again there is substantial enlargement of the cardiac silhouette with a dual-channel pacer device in place. No evidence of vascular congestion or acute focal pneumonia. Blunting of the costophrenic angles is again seen.
-
-
-### More Examples
-
-<p align="center">
-  <img src="assets/examples.png" alt="More Captioning Examples" max-height="400"/>
-</p>
+![](assets/examples.png)