Update README.md

README.md

@@ -83,7 +83,7 @@ size_categories:
 
 ## Dataset Description
 
-- **Homepage: https://www.robots.ox.ac.uk/~vgg/data/dtd/** 
+- ** Homepage: https://www.robots.ox.ac.uk/~vgg/data/dtd/ ** 
 - **Repository: https://github.com/mcimpoi/deep-fbanks** 
 - **Paper: https://arxiv.org/abs/1311.3618 | https://openaccess.thecvf.com/content_cvpr_2014/html/Cimpoi_Describing_Textures_in_2014_CVPR_paper.html ** 
 - **Leaderboard: https://paperswithcode.com/sota/image-classification-on-dtd ** 
@@ -94,16 +94,13 @@ Texture classification dataset; consists of 47 categories, 120 images per class.
 ### Data Splits
 Equally split into train, val, test; The original paper proposed 10 splits; recent works (BYOL, arxiv:2006.07733) use only first split.
 
-## Dataset Creation
-
-
-### Annotations
-
-#### Annotation process
-
-
 ### Licensing Information
-Not defined at 
+Not defined at https://www.robots.ox.ac.uk/~vgg/data/dtd/
 
 ### Citation Information
+ @InProceedings{cimpoi14describing,
+	      Author    = {M. Cimpoi and S. Maji and I. Kokkinos and S. Mohamed and and A. Vedaldi},
+	      Title     = {Describing Textures in the Wild},
+	      Booktitle = {Proceedings of the {IEEE} Conf. on Computer Vision and Pattern Recognition ({CVPR})},
+	      Year      = {2014}}