Image Within - Search for an Image in another Image ✨

An Experiment Project with API and Web Interface created to Find Images Within Another Image

The Following technologies are used in this project

• openCV
• numpy
• fastapi
• streamlit

This is the UI - where you can upload your images

This is the Result - You can see the output highlighted in green annotation - Rectangle

 

The Logic behind

The logical comparision is now powered by OpenCV's matchTemplate and cv2.TM_CCOEFF_NORMED

I am currently working on AI Custom Models to improve the accuracy of the results and to enhance the scope of the project

Here are some modeles I am trying right now

• Yolov8
• CNN Model
• OpenCV DNN Model https://docs.opencv.org/4.x/d2/d58/tutorial_table_of_content_dnn.html

cv2.matchTemplate(graybaseImage, scaled_refImg, cv2.TM_CCOEFF_NORMED)

This is an experiment project created to Find Images Within Another Image and to test the performance of OpenCV's matchTemplate and cv2.TM_CCOEFF_NORMED and other algorithms and provide an interface for future AI - ML based model validations - Feel free to contribute

 

How to use it

1. Download the project

git clone https://github.com/robertoferreira/image-within.git 

2. Install the requirements

pip install -r requirements.txt 

3. Run the UI

streamlit run ui/app.py 

4. Run the API

cd api && uvicorn app:app --reload

5. Open the browser and go to http://localhost:8501

Future Improvements

• AI Custom Models
• More Algorithms
• More UI Improvements

 

License

MIT License

Contributions Welcome - Leave a Star if you like it ⭐