Screen Text Recognition

In this project, I will train a YOLOv11 model to DETECT TEXT from Image and use CRNN with pretrained parameters from ResNet101 to RECOGNIZE TEXT.

Setup Env

python -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt

Run Server

cd deployment
make init

Start deployment

cd deployment
make deploy_ocr

Start the Streamlit App

cd deployment
make streamlit

You can:

• Go to localhost:8265 to see the dashboard of the server
• Access the Swagger UI at localhost:8000/docs
• The UI is avaiable at localhost:8501