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geoffwoollard / ece1512_project

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Deep Consensus architecture #1

Closed geoffwoollard closed 5 years ago

geoffwoollard commented 5 years ago

write code for architecture in the Deep Consensus paper (Table 1 in doi:10.1107/S2052252518014392)

They used keras, but their code is not released as far as I can tell.

geoffwoollard commented 5 years ago

See https://github.com/geoffwoollard/ece1512_project/commit/3377459febdf6552827fefed1f0acd070b779c60

This takes 10s of minutes (~2min/epoch x 10 epochs) to fit 1000 examples cropped to 128*128

Maybe if the minibatch size is smaller (ie 100 or 200) it will speed up super-linearly.

Is not fitting (ie training is failing) by epoch 6/10!

geoffwoollard commented 5 years ago

Fixed bug and getting 100% accuracy. See https://github.com/geoffwoollard/ece1512_project/commit/33a71be2c60e0c5a866cbf73b1bebbc98a080dd1