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wrong reconstructions

Open edgarriba opened this issue 7 years ago • 4 comments

why some of my reconstructions are just blank images? Using a grayscale dataset with default parameters

edgarriba avatar Apr 19 '17 16:04 edgarriba

Take a look at the log, is variance for real of fake images 0?

DmitryUlyanov avatar Apr 19 '17 16:04 DmitryUlyanov

yes, most of the time is 0

screenshot from 2017-04-20 13-53-49

edgarriba avatar Apr 20 '17 11:04 edgarriba

Take a look at a previous epochs, probably it is not 0 there. Otherwise there are some things you can do to get rid of collapsing. Try either reducing z dimentionality or add small weight for match_z for encoder, or increase match_x and match_z weights for generator. Also try to increase number of generator updates.

DmitryUlyanov avatar Apr 20 '17 13:04 DmitryUlyanov

@DmitryUlyanov Actually I made it work just by increasing the lr 10x. Now I get pretty decent reconstructions, but anyways I'll reconsider to play with the other hyper parameters. I'm trying to adapt your architecture to solve a descriptor matching problem, not sure how well will generalize the encoder for this kind of tasks.

edgarriba avatar Apr 20 '17 13:04 edgarriba