Update README.md

README.md

@@ -4,7 +4,7 @@ license: apache-2.0
 # Fake Image Dataset
 Fake Image Dataset is now open-sourced at [huggingface (InfImagine Organization)](https://huggingface.co/datasets/InfImagine/FakeImageDataset/tree/main/ImageData/train). ↗ It consists of two folders, *ImageData* and *MetaData*. *ImageData* contains the compressed packages of the Fake Image Dataset, while *MetaData* contains the labeling information of the corresponding data indicating whether they are real or fake.
 
-Why we need Fake Image Dataset and Sentry-Image?
+## Why we need [Fake Image Dataset](https://huggingface.co/datasets/InfImagine/FakeImageDataset/tree/main/ImageData/train) and [Sentry-Image](http://sentry.infimagine.com/)?
 * 🧐 Recent [study](https://arxiv.org/abs/2304.13023) have shown that humans struggle significantly to distinguish real photos from AI-generated ones, with a misclassification rate of **38.7%**.
 
 * 🤗 To help people confirm whether the images they see are real images or AI-generated images, we launched the Sentry-Image project.
@@ -12,12 +12,17 @@ Why we need Fake Image Dataset and Sentry-Image?
 * 💻 Sentry-Image is an open source project which provides the SOTA fake image detection models in [Sentry-Image Leaderboard](http://sentry.infimagine.com/) to detect whether the image provided is an AI-generated or real image.
 
 Stay tuned for this project! Feel free to contact [contact@infimagine.com](contact@infimagine.com)! 😆
+
 ## How to Download
 ```shell
 git lfs install
 git clone https://huggingface.co/datasets/InfImagine/FakeImageDataset
 ```
 
+## News
+* [2023/07] We open source the [Sentry-Image repository](https://github.com/Inf-imagine/Sentry) and [Sentry-Image Demo & Leaderboard](http://sentry.infimagine.com/). 
+* [2023/07] We open source the [Sentry-Image dataset](https://huggingface.co/datasets/InfImagine/FakeImageDataset). 
+
 # Dataset card for Fake Image Dataset
 
 ## Dataset Description
@@ -26,13 +31,13 @@ git clone https://huggingface.co/datasets/InfImagine/FakeImageDataset
 * **Paper:** [https://arxiv.org/pdf/2304.13023.pdf](https://arxiv.org/pdf/2304.13023.pdf)
 * **Point of Contact:** [contact@infimagine.com](mailto:contact@infimagine.com)
 
-### Dataset Summary
+## Dataset Summary
 
 FakeImageDataset was created to serve as an large-scale dataset for the pretraining of detecting fake images.
 
 It was built on StableDiffusion v1.5, IF and StyleGAN3.
 
-### Supported Tasks and Leaderboards
+## Supported Tasks and Leaderboards
 
 FakeImageDataset is intended to be primarly used as a pretraining dataset for detecting fake images.