HivisionIDPhotos

Why we included this project

Getting a compliant ID photo usually means a trip to a studio, but this project does the job from a plain selfie. It runs lightweight portrait matting with face detection and alignment, then crops the result to standard photo sizes and arranges multiple copies on 6-inch, 5-inch, or A4 print sheets. Everything works fully offline on CPU, so you can serve it through FastAPI or Docker without paying for GPU time, and the Gradio demo lets you test it before wiring it in. The API accepts base64 images, which makes it easy to drop into photo-booth kiosks, document-processing apps, or small web services. It is a narrow, practical tool rather than a general framework, and that focus is what makes it worth a look for a real production need.