AIxposure

AIxposure is a Python script tool to detect AI-generated content in social media. This tool was developed as part of the course "Analysis of " at the Wrocław University of Science and Technology. AI Department.

Installation

Tesseract requirement

To install AIxposure, you need to have Tesseract OCR installed on your local machine. You can install Tesseract OCR using the following instructions:

macOS

brew install tesseract

Ubuntu

sudo apt-get update
sudo apt-get install tesseract-ocr

Windows

Download the installer from the Tesseract at UB Mannheim and follow the installation instructions.

After installing Tesseract OCR, verify the installation by running:

tesseract --version

Download AIxposure

Executable application

You can download the executable application from the artifacts in the Releases section.

Source code

You can clone the repository using the following command:

git clone https://github.com/Filipstrozik/AIxposure.git

Usage

Executable application

Just run the executable application and follow the instructions. Give all the necessary permissions to the application, specialy the access of input files.

Source code

Install the required Python packages using the following command:

pip install -r requirements.txt

In this case you can use virtual environment to install the required packages.

To run the source code, you need to have Python 3 installed on your local machine.

python3 aixposure.py

Succesfull Run

If the application runs successfully, you should see the following output: Keep in mind that the first run of the application may take a while to load the models.

Loading the text and image classification models...
Models loaded successfully!
Welcome to the 'AIxposure' application!
This application allows you to take a screenshot and analyze it using AI models to detect AI-generated and human-written content.
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Press the following shortcuts to take a screenshot:
Press <ctrl>+<shift>+s to take a screenshot of both text and image
Press <ctrl>+<shift>+t to take a screenshot of only text
Press <ctrl>+<shift>+i to take a screenshot of only image
Press <ctrl>+<esc> to quit the program

Shortcuts

Use the following shortcuts to take screenshots and analyze content for AI generation:

• CTRL + SHIFT + S: Detect both text and image to determine if they are AI-generated.
• CTRL + SHIFT + T: Detect only text to determine if it is AI-generated.
• CTRL + SHIFT + I: Detect only images to determine if they are AI-generated.
• CTRL + ESC: Quit the program.

Sample usage

You can watch a sample usage video by clicking the link below:

CTRL + SHIFT + I:

CTRL + SHIFT + S:

References

• RADAR (Text detection model):

  • https://github.com/IBM/RADAR
  • "RADAR: Robust AI-Text Detection via Adversarial Learning" Xiaomeng Hu, Pin-Yu Chen, Tsung-Yi Ho https://arxiv.org/abs/2307.03838

• ORGANIKA SDXL (Image detection model):

  • https://huggingface.co/Organika
  • https://huggingface.co/Organika/sdxl-detector