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A system of neural networks to detect and recognize faces. We use techniques developed in FaceNet and DeepFace for face recognition and create a simplified YOLO algorithm for face detection.

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IZ*Net

IZ*Net is the definitive way to differentiate between the Jo Yuriz trio!

Ok, the astute WIZ*One will notice that I have mislabelled all three girls, so let's try again:

Much better!

All jokes aside, IZ*Net is just a fun project I worked on to gain some experience with deep learning and CNNs. You can read up about my adventure in the writeup I put together. (Even if you don't care about deep learning and CNNs, I would recommend giving a brief look at Appendix A. I use a segment tree to pick uniformly random objects!)

For a bit of a more technical background, IZ*Net consists of two networks: one to detect faces using the YOLO algorithm and another to recognize the faces.

If you'd like to look at code:

  • faceRecognition - Is a module I used to develop the face recognition model.
  • notebooks - Contains my notebooks for this project
    • FaceDetection.ipynb - Develops the face detection model using the YOLO algorithm
    • FaceRecognition.ipynb - Develops the face recognition model
    • IZ_NET.ipynb - Develops the final system
    • ObjectDetectionTest.ipynb - Develops a rectangle detection model (used this to make sure I had implemented YOLO correctly)
  • misc - Miscellaneous files (face/bounding box extraction scripts, scraper script, etc.)
  • writeup - All my LaTeX files, if for whatever reason you wanted to look at that

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A system of neural networks to detect and recognize faces. We use techniques developed in FaceNet and DeepFace for face recognition and create a simplified YOLO algorithm for face detection.

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