Update README.md

README.md

@@ -53,17 +53,18 @@ dataset_info:
 # Oxford-IIIT-Pets-VL-Enriched
 
 An enriched version of the Oxford IIIT Pets Dataset with image caption and bounding boxes.
-With this additional information, the Oxford IIIT Pet dataset can be extended to a variety of tasks such as image retrieval or visual question answering.
+With this additional information, the Oxford IIIT Pet dataset can be extended to various tasks such as image retrieval or visual question answering.
 
 ## Description
 The dataset consists of 6 columns:
 
-+ `image_id`: Unique identifier for each image. `image_id` is the original filename of the image from Oxford IIIT Pets dataset.
++ `image_id`: Unique identifier for each image. `image_id` is the original filename of the image from the [Oxford IIIT Pet dataset](https://www.robots.ox.ac.uk/~vgg/data/pets/).
 + `image`: Image data in the form of PIL Image.
 + `label_cat_dog`: Label for the image, whether it is a cat or a dog. Provided by the authors of the original dataset.
 + `label_breed`: Label for the breed of the cat or dog in the image. Consists of 37 pet breeds of cats and dogs. Provided by the authors of the original dataset.
-+ `label_bbox_enriched`: Enriched labels for the image. Consists of bounding box coordinates, confidence score and label for the bounding box. Generated by in-house and customized YOLOv8 model.
++ `label_bbox_enriched`: Enriched labels for the image. Consists of bounding box coordinates, confidence score, and label for the bounding box. Generated by in-house and customized YOLOv8 model.
 + `caption_enriched`: Enriched captions for the image. Generated by BLIP2 captioning model.
++ `issues`: Quality issues found such as duplicate, mislabel, dark, blurry, bright, and outlier image. 
 
 ## Usage
 This dataset can be used with the Hugging Face Datasets library.: