Update README.md

README.md

@@ -8,30 +8,36 @@ dataset_info:
   splits:
   - name: train
     num_bytes: 14474596.43478261
-    num_examples: 18
-  - name: test
-    num_bytes: 3800851.565217391
-    num_examples: 5
+    num_examples: 20
   download_size: 18278418
   dataset_size: 18275448
 configs:
 - config_name: default
   data_files:
-  - split: train
-    path: data/train-*
-  - split: test
-    path: data/test-*
+  - split: images
+    path: data/images-*
+  - split: labels
+    path: data/labels-*
 license: apache-2.0
 language:
 - en
 ---
 # DATASET SAMPLE
 
-These 20 images and labels are carefully crafted data from FalconEditor, Duality.ai’s simulation platform.
-We will be releasing a sample of our datasets here on HuggingFace, and making the rest of the 1000+ image datasets available to anyone who signs up for a free account - 
+[Duality.ai ](https://www.duality.ai/edu) just released a 1000 image dataset used to train a YOLOv8 model in object detection -- and it's 100% free!
 
+Just [create an EDU account here](https://falcon.duality.ai/auth/sign-up). 
 
-## Dataset Structure
+This HuggingFace dataset is a 20 image and label sample, but you can get the rest at no cost by [creating a FalconCloud account](https://falcon.duality.ai/auth/sign-up). Once you verify your email, the link will redirect you to the dataset page.
+
+What makes this dataset unique, useful, and capable of bridging the Sim2Real gap?
+- The digital twins are not generated by AI, but instead crafted by 3D artists to be INDISTINGUISABLE to the model from the physical-world objects. This allows the training from this data to transfer into real-world applicability
+- The simulation software, called FalconEditor, can easily create thousands of images with varying lighting, posing, occlusions, backgrounds, camera positions, and more. This enables robust model training.
+- The labels are created along with the data. This not only saves large amounts of time, but also ensures the labels are incredibly accurate and reliable.
+
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/66c8dc99951843ca6762fe02/08ehub3yPYozSzxNFtVIx.png)
+# Dataset Structure
 The dataset has the following structure:
 ```plaintext
 Multiclass Object Detection Dataset/