An experiment of using FaceNet to recognize my friend's face
- Model:
- InceptionResnetV1 (base on https://github.com/timesler/facenet-pytorch/blob/master/models/inception_resnet_v1.py)
- Resnet50
- MobileNetV3
- Loss function: HardTriplet (Folow from paper https://arxiv.org/pdf/1703.07737.pdf)
- Optimizer: Adam
| Model | F1 score |
|---|---|
| InceptionResnetV1 | 0.9803459119496856 |
| Resnet50 | 0.6976565501344603 |
| MobileNetV3 | 0.7615541917291393 |
- Experient with more MobileNet models
- Face detection with CenterNet