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im running training now https://github.com/johndpope/talkinghead/tree/new_model
https://wandb.ai/snoozie/portrait_project/runs/yfkh0f8h?nw=nwusersnoozie
My repo hasn't successfully implemented the stylegan stuff - so this is a step forward.
I was eroneously using the resnet 2048 features - ( checking megaportrait code - i don't know why i was doing that)
https://github.com/johndpope/MegaPortrait-hack/blob/09c02f169ee64f6e55a1fe6fe530aebf20e29019/resnet50.py#L173
but couldn't get that working - so shrink them down to 512 as your encoders do - and then my adjusted code started working in place with yours.
UPDATE
rereading EmoPortrait it says you can go to 128.
https://arxiv.org/pdf/2404.19110#page=3.35
in your code - your cherry picking a couple of frames from a mp4 - but why not stream through them all.....
in my affectnet dataset (just picture based) - i have the emotion detection already there - so it should return an index for each image.
UPDATE
got a bit tangle with steps - generator sizes -
just want to start with 64x64 - will look again later - gotta pick up the kids.