Update README.md

README.md

@@ -34,33 +34,33 @@ size_categories:
 # Dataset Card for Dataset Name
 
 
-### Dataset Summary
+## Dataset Summary
 
 MagicBrush is the first large-scale, manually-annotated instruction-guided image editing dataset covering diverse scenarios single-turn, multi-turn, mask-provided, and mask-free editing. MagicBrush comprises 10K (source image, instruction, target image) triples, which is sufficient to train large-scale image editing models.
 
 Please check our [website](https://osu-nlp-group.github.io/MagicBrush/) to explore more visual results.
 
-Dataset Structure
-
-Data Fields
-
+## Dataset Structure
 "img_id" (str): same from COCO id
 "turn_index" (int32): the edit turn in the image
 "input_img" (str): input image, could be the original real image (turn_index=1) and edited images from last tunr (turn_index >=2)
 "instruction" (str): edit instruction of how the input image should be changed.
 "output_img" (str): the edited image corresponding to the input image and instruction.
 
-Data Splits
+If you need auxiliary data, please use [training set](https://buckeyemailosu-my.sharepoint.com/:u:/g/personal/zhang_13253_buckeyemail_osu_edu/EYEqf_yG36lAgiXw2GvRl0QBDBOeZHxvNgxO0Ec9WDMcNg) and [dev set](https://buckeyemailosu-my.sharepoint.com/:u:/g/personal/zhang_13253_buckeyemail_osu_edu/EXkXvvC95C1JsgMNWGL_RcEBElmsGxXwAAAdGamN8PNhrg)
+
+### Splits
 
 train: 8,807 edit turns (4,512 edit sessions).
 val: 528 edit turns (266 edit sessions).
 test: (To prevent potential data leakage, please check our repo for information on obtaining the test set.)
-Licensing Information
+
+### Licensing Information
 
 Creative Commons License
 This work is licensed under a Creative Commons Attribution 4.0 International License.
 
 
-Citation Information
+### Citation Information
 
 TODO