BearID

Referenced to https://github.com/hypraptive/bearid and create a Dockerfile with OpenCV, dlib, and built binaries. The model referes to existing DNN dlib model of dog faces. For execution please refre to README.md.

Research Notes

• https://hypraptive.github.io/2017/01/21/facenet-for-bears.html
• https://www.researchgate.net/post/Anyone_engaged_in_animal_face_recognition
• AI for Earth - Species Classification API backend source

Proposed Workflow

Face Detection Algorithms

1. Viola-Jones (decision tree, for very low performance device)
2. Histogram of oriented gradients (HOG) - black and white gradients
3. CNN

Reference

https://machinelearningmastery.com/how-to-perform-face-recognition-with-vggface2-convolutional-neural-network-in-keras/