Update README.md

README.md

@@ -7,7 +7,7 @@ dataset_info:
     dtype: string
   splits:
   - name: train
-    num_bytes: 12173747703.0
+    num_bytes: 12173747703
     num_examples: 7224600
   - name: val
     num_bytes: 1352108669.283
@@ -17,7 +17,40 @@ dataset_info:
     num_examples: 891924
   download_size: 12115256620
   dataset_size: 15010306936.179
+task_categories:
+- image-to-text
+language:
+- en
+size_categories:
+- 1M<n<10M
 ---
 # Dataset Card for "MJSynth_text_recognition"
 
+This is text recognition on document images dataset, synthetically generated, covering 90K English words.
+It includes training, validation and test splits.
+Source of the dataset: https://www.robots.ox.ac.uk/~vgg/data/text/
+
+Citation details provided on the above mentioned website:
+
+If you use the data please cite:
+
+@InProceedings{Jaderberg14c,
+  author       = "Max Jaderberg and Karen Simonyan and Andrea Vedaldi and Andrew Zisserman",
+  title        = "Synthetic Data and Artificial Neural Networks for Natural Scene Text Recognition",
+  booktitle    = "Workshop on Deep Learning, NIPS",
+  year         = "2014",
+}
+                
+@Article{Jaderberg16,
+  author       = "Max Jaderberg and Karen Simonyan and Andrea Vedaldi and Andrew Zisserman",
+  title        = "Reading Text in the Wild with Convolutional Neural Networks",
+  journal      = "International Journal of Computer Vision",
+  number       = "1",
+  volume       = "116",
+  pages        = "1--20",
+  month        = "jan",
+  year         = "2016",
+}
+
+
 [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)