Find your photos in shared albums. The goal is to provide simple interface to extract (your) photos from any shared albums. We based our application on deepface library.
All you need is:
- put a link to album with your photos
- put a link to album to search into
- click Detect
.ziparchive with your photos will be downloaded automatically
- deepface
- React TS
fastapi- Docker
We compared VGG-Face, Facenet512, and SFace on three distance metrics: Cosine similarity, Euclidean, and Euclidean l2.
| Model | Metric | Accuracy |
|---|---|---|
| VGG-Face | Cosine | 77.78% |
| VGG-Face | Euclidean | 77.78% |
| VGG-Face | Euclidean l2 | 72.22% |
| Facenet512 | Cosine | 52.94% |
| Facenet512 | Euclidean | 76.47% |
| Facenet512 | Euclidean l2 | 76.47% |
| SFace | Cosine | 23.53% |
| SFace | Euclidean | 94.12% |
| SFace | Euclidean l2 | 17.65% |
For backend we used recommended setup by deepface, namely:
- Facenet512
- retinaface backend
- Euclidean l2
- YOLOv8
- Frontend
cd client
npm i
npm start- Backend
cd server
pip install -r requirements.txt
uvicorn --port 8000 main:app