Update README.md

README.md

@@ -45,23 +45,23 @@ paperswithcode_id: food-101
 
 ## Dataset Description
 
-- **Homepage:**
+- **Homepage:**[Food-101 Dataset](https://data.vision.ee.ethz.ch/cvl/datasets_extra/food-101/)
 - **Repository:**
-- **Paper:**
+- **Paper:**[Paper](https://data.vision.ee.ethz.ch/cvl/datasets_extra/food-101/static/bossard_eccv14_food-101.pdf)
 - **Leaderboard:**
 - **Point of Contact:**
 
 ### Dataset Summary
 
-[More Information Needed]
+This dataset consists of 101 food categories, with 101'000 images. For each class, 250 manually reviewed test images are provided as well as 750 training images. On purpose, the training images were not cleaned, and thus still contain some amount of noise. This comes mostly in the form of intense colors and sometimes wrong labels. All images were rescaled to have a maximum side length of 512 pixels.
 
 ### Supported Tasks and Leaderboards
 
-[More Information Needed]
+- image-classification
 
 ### Languages
 
-[More Information Needed]
+English
 
 ## Dataset Structure
 
@@ -75,7 +75,11 @@ paperswithcode_id: food-101
 
 ### Data Splits
 
-[More Information Needed]
+ 
+|   name   |train|validation|
+|----------|----:|---------:|
+|food101|75750|25250|
+
 
 ## Dataset Creation