Mustatil-YOLO-AI-Model-Trainer-

Mustatil is an integrated GIS-level AI vision workspace for annotation, YOLO training, large-scale detection, satellite-map analysis, and visual pipeline building. It combines dataset creation, model training, geospatial inference, map-based review, and graphical AI pipelines in one desktop application — designed for images and map areas too large for conventional computer-vision tools.

The installer .exe does download Python and all dependencys then it starts the GUI. Don’t worry, it takes some time and should be an option for non Python natives. Download from Github releases or on itch.

Downloads:

GitHub GitHub

https://github.com/tarekwasfy01/Mustatil-YOLO-AI-Model-Trainer-/releases/download/Mustatil-3.4/Mustatil_3.4_Setup.exe

GitHub GitHub

For Python natives:

Download Zip and click on the dependencies .bat. Use Python 3.11.

Download the Zip Python archive here:

https://github.com/tarekwasfy01/Mustatil—YOLO-AI-Model-Trainer-/blob/Mustatil-Pro-Yolo-AI—Main-Branch/Mustatil3.2.zip

Download the .exe installer release from github:

https://github.com/tarekwasfy01/Mustatil-YOLO-AI-Model-Trainer-/releases/download/Mustatil-3.4/Mustatil_3.4_Setup.exe

Screenshot 2026-05-29 182916 Screenshot 2026-05-31 005311 Screenshot 2026-05-29 183015 Screenshot 2026-05-29 182940

Downloads:

https://github.com/tarekwasfy01/Mustatil-YOLO-AI-Model-Trainer-/releases/download/Mustatil-3.4/Mustatil_3.4_Setup.exe

Downloads:

https://github.com/tarekwasfy01/Mustatil-YOLO-AI-Model-Trainer-/releases/download/Mustatil-3.4/Mustatil_3.4_Setup.exe

Aditionally there is a GeoPackage converter for QGis if there is a Problem with the files. Normally you can change the EPGS for a layer in QGis. The Program was written using AI.