Find information on Münster sights with just one photo!
The following sights are currently supported:
- Aasee Münster
- St. Paulus Dom Münster
- Erbdrostenhof Münster
- LWL-Museum für Kunst und Kultur Münster
- Schloss Münster
- St. Lamberti Münster
- Rathaus Münster
- Hafen Münster
App users can either take a photo of one of the supported sights or upload a photo from their device. Then, with that photo, the app classifies the photo and the corresponding tourist information is queried from the Open Data Portal Münsterland. The information is displayed to the user at a glance and is available in German, English, and Dutch.
The app was implemented with Streamlit. A pre-trained EfficientNetV2S was fine-tuned using PyTorch on scraped images from Bing Search. The model was trained on images of various sights from Münster with a very good performance (>90% accuracy) using GPU instances from Google Colab. The tourist information is queried from the API of the Open Data Portal Münsterland, an open database containing data of numerous points of interest.
The Web App is hosted on the community cloud of Streamlit and is available here.
Clone the repository and install the required packages with the following command:
cd to/your/directory
poe dev-setuppoe dev-setup is a custom poe command that handles the installation of dependencies.
To run the app, execute the following command:
poe run-devpoe run-dev is a custom poe command that handles the execution of the app and is used for development as it refreshes the page when changes occur to any files in the directory.
The app is deployed on the community cloud of Streamlit. All dependencies and the entire code base needs to be on GitHub. The app is then deployed by using the Community Cloud UI of Streamlit.
Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change. For further improvements, please also open an issue.
If you want to use the code, please read the LICENSE.md file thoroughly.