retinaface
ECAPA-TDNN
| retinaface | ECAPA-TDNN | |
|---|---|---|
| 2 | 1 | |
| 958 | 529 | |
| - | - | |
| 7.7 | 1.0 | |
| 3 days ago | 24 days ago | |
| Python | Python | |
| MIT License | MIT License |
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retinaface
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what is the best and most optimized model for face detection/face alignment. best for cuda
I tried this implementation https://github.com/serengil/retinaface
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Using Edge Biometrics For Better AI Security System Development
For face detection, we used the RetinaFace model with a MobileNet backbone from the InsightFace project. This model outputs four coordinates for each detected face on an image as well as 5 facial landmarks. The fact that images captured at different angles or with different optics can change the proportions of the face due to distortion. This may cause the model to struggle identifying the person.
ECAPA-TDNN
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Using Edge Biometrics For Better AI Security System Development
The previous model with Jasper architecture was not able to verify the recordings of the same person taken from different microphones. So we solved this problem by using ECAPA-TDNN architecture, which was trained on VoxCeleb2 dataset from the SpeechBrain framework which did a better job at verifying employees.
What are some alternatives?
yolov8-face - yolov8 face detection with landmark
uis-rnn - This is the library for the Unbounded Interleaved-State Recurrent Neural Network (UIS-RNN) algorithm, corresponding to the paper Fully Supervised Speaker Diarization.
NeMo - A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech)
facenet - Face recognition using Tensorflow
speechbrain - A PyTorch-based Speech Toolkit
insightface - State-of-the-art 2D and 3D Face Analysis Project
UniSpeech - UniSpeech - Large Scale Self-Supervised Learning for Speech
tiny - Tiny Face Detector, CVPR 2017
SincNet - SincNet is a neural architecture for efficiently processing raw audio samples.
face-alignment - :fire: 2D and 3D Face alignment library build using pytorch
facial-recognition - Controlling user authentication with facial recognition