Update README.md

README.md

@@ -232,9 +232,13 @@ size_categories:
 ---
 # CUB-200-2011
 
+![](example.jpg)
+
 This dataset contains the Caltech-UCSD Birds-200-2011 (CUB-200-2011) dataset, from [here](https://www.vision.caltech.edu/datasets/cub_200_2011/).
 
-Each example consists of an image, a label, and a bounding box.
+Each example consists of an image, a label, and a bounding box. (The dataset also contains x/y locations of "parts", e.g. beak, right eye, left wing, throat, etc. and "attributes", e.g. beak shape, wing color, feather pattern. I have not included either of these. Contact me if you want me to add them.)
+
+**Note:** Some of these images are also in ImageNet!
 
 ### Data Splits
 
@@ -245,7 +249,7 @@ The CUB-200-2011 dataset has 2 splits: _train_ and _test_.
 | Train         | 5,994                                       |
 | Test          | 5,794                                       |
 
-There are 200 classes, with either 29-30 examples per class in the train split. The test split has more variable of examples per class, most are 29-30 but there are some with fewer (the lowest is 11).
+There are 200 classes, with either 29-30 examples per class in the train split. The test split has more variance in the number of examples per class; most are 29-30 but there are some with fewer (the lowest is 11).
 
 ### Bounding Boxes
 
@@ -266,11 +270,13 @@ draw.rectangle(bbox, outline="red", width=2)
 plt.imshow(image)
 ```
 
+![](with-bbox.jpg)
+
 ### Citation Information
 
 ```
 @techreport{WahCUB_200_2011,
-	Title = ,
+	Title = The Caltech-UCSD Birds-200-2011 Dataset,
 	Author = {Wah, C. and Branson, S. and Welinder, P. and Perona, P. and Belongie, S.},
 	Year = {2011}
 	Institution = {California Institute of Technology},