Update README.md

README.md

@@ -17,11 +17,10 @@ size_categories:
 | ![annotated_video_0](./annotated_video_0.gif) | ![annotated_video_1](./annotated_video_1.gif) |
 
 
-## Dataset Description
+### Description
 
-- **Repository:** https://github.com/maxploter/detection-moving-mnist
+**Repository:** https://github.com/maxploter/detection-moving-mnist
 
-### Dataset Summary
 
 A synthetic video dataset for object detection and tracking, featuring moving MNIST digits with:
 - 1-10 digits per sequence
@@ -40,7 +39,7 @@ A synthetic video dataset for object detection and tracking, featuring moving MN
 - Video understanding
 - Spatiotemporal modeling
 
-## Dataset Structure
+## Structure
 
 ### Data Instances
 
@@ -56,16 +55,16 @@ A typical example contains:
 ```
 
 ### Data Format
-- Videos stored as MP4
+- Arrow
 - Total dataset size: approximately {PLACEHOLDER} GB
 - Frame rate: 10 fps
 
 ## Data Splits
 
-| Split  | Videos   |
+| Split  | Size   |
 |--------|----------|
-| Train  | 120,000  |
-| Test   | 20,000   |
+| Train  | 60,000  |
+| Test   | 10,000   |
 
 ## Dataset Creation
 
@@ -91,16 +90,20 @@ A typical example contains:
 
 ## Dataset Statistics
 
-TODO:
-
 | Statistic                    | Value             |
 |------------------------------|-------------------|
-| Mean Intensity               | {PLACEHOLDER}     |
-| Intensity Standard Deviation | {PLACEHOLDER}     |
-| Class Distribution           | {PLACEHOLDER}     |
-| Average Digits Per Frame     | {PLACEHOLDER}     |
-| Occlusion Rate               | {PLACEHOLDER}%    |
-| Average Trajectory Length    | {PLACEHOLDER} px  |
+| Mean (Train)               | 0.023958550628466375     |
+| Standard Deviation (Train) | 0.14140212075592035     |
+| Mean (Test)               | 0.024210869560423308     |
+| Standard Deviation (Test) | 0.1423791946229605     |
+
+You can check those numbers in the file: [dataset_stats](./dataset_stats.json)
+
+![train_digit_classes](./train_digit_classes.png)
+![test_digit_classes](./test_digit_classes.png)
+
+![train_digits_per_frame](./train_digits_per_frame.png)
+![test_digits_per_frame](./test_digits_per_frame.png)
 
 ## Using the Dataset
 
@@ -146,19 +149,6 @@ plt.show()
 - No complex occlusion handling or object interactions
 - No lighting variations or perspective transformations
 
-## Citation
-
-```bibtex
-@misc{ploter2025detectionmovingmnist,
-  author = {Max Ploter},
-  title = {Detection Moving MNIST (Easy)},
-  year = {2025},
-  publisher = {Hugging Face},
-  journal = {Hugging Face Datasets},
-  howpublished = {\url{https://huggingface.co/datasets/Max-Ploter/detection-moving-mnist-easy}}
-}
-```
-
 ## Related Datasets
 
 - Original Moving MNIST: http://www.cs.toronto.edu/~nitish/unsupervised_video/