Removed minor typos

.gitignore

@@ -0,0 +1 @@
+.vscode

app.py

@@ -92,13 +92,13 @@ def to_oberlay_image(data):
 # %% ../main.ipynb 6
 title = "Glomerulus Segmentation"
 description = """
-A web app, that segments glomeruli in histologic kidney slices!
+A web app that segments glomeruli in histological kidney slices!
 
-The model deployed here is a [UnetPlusPlus](https://arxiv.org/abs/1807.10165) with an [efficientnet-b4](https://arxiv.org/abs/1905.11946) encoder from the [segmentation_models_pytorch](https://github.com/qubvel/segmentation_models.pytorch) library.
+The model deployed here is a [UNet++](https://arxiv.org/abs/1807.10165) with an [efficientnet-b4](https://arxiv.org/abs/1905.11946) encoder from the [segmentation_models_pytorch](https://github.com/qubvel/segmentation_models.pytorch) library.
 
-The provided example images are random subset of kidney slices from the [Human Protein Atlas](https://www.proteinatlas.org/). These have been collected separately from model training and have neither been part of the training nor test set.
+The provided example images are random subset of kidney slices from the [Human Protein Atlas](https://www.proteinatlas.org/). These have been collected separately from model training and have neither been part of the training, validation nor test set.
 
-Find the corresponding blog post [here](https://www.favianhatje.com).
+See corresponding [blog post](https://fhatje.github.io/posts/glomseg/train_model.html).
 """
 #article="<p style='text-align: center'><a href='Blog post URL' target='_blank'>Blog post</a></p>"
 examples = [str(p) for p in get_image_files("example_images")]