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fysc — Find YourSelf in Clouds

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
  • .zip archive with your photos will be downloaded automatically

app

Technology Stack

Model Comparison

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

Future Work

  • YOLOv8

To Get Started

  • Frontend
cd client
npm i
npm start
  • Backend
cd server
pip install -r requirements.txt
uvicorn --port 8000 main:app