bhansconnect / SideProjects

Side Projects that I have worked on in my free time.
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Face Verification Notebook #1

Open maralski opened 6 years ago

maralski commented 6 years ago

I read your notebook on face verification. I had a few thoughts.

bhansconnect commented 6 years ago

For your first point, here is definitely a decent amount of improvements that could go into this face verification. If you look "What Next?" section, I mentioned some of your improvements among others. I think the main way to make it better would simply be to load more samples. That being said, This was only a proof of concept so I am not planning on putting a ton of processing power into it.

As for your second point, I have never thought of doing something like that. It sounds like a very interesting idea. I will have to try it at some point. Is there any research paper about the results of doing that?

And for your third point, if I really wanted to make it state of the art, I would model after Facenet. It has an advanced embedding system especially for training.

maralski commented 6 years ago

I had a brief read of Facenet and its the same idea as using an autoencoder method to produce embeddings. As for the second point I have not seen any papers that explore this idea. It would require some experiments.

bhansconnect commented 6 years ago

It is a similar idea to autoencoders, but the triplet loss function is what enables it to learn so well.