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deepfakeryNancy Pelosi in I Love Lucy - Vitameatavegamin Commercial
#1


final settings:

================ Model Summary =================
==                                            ==
==            Model name: new_SAEHD           ==
==                                            ==
==     Current iteration: 281491              ==
==                                            ==
==-------------- Model Options ---------------==
==                                            ==
==            resolution: 160                 ==
==             face_type: wf                  ==
==     models_opt_on_gpu: True                ==
==                 archi: df                  ==
==               ae_dims: 416                 ==
==                e_dims: 96                  ==
==                d_dims: 96                  ==
==           d_mask_dims: 32                  ==
==       masked_training: True                ==
==             eyes_prio: False               ==
==            lr_dropout: False               ==
==           random_warp: False               ==
==             gan_power: 0.0                 ==
==       true_face_power: 0.0                 ==
==      face_style_power: 0.0                 ==
==        bg_style_power: 0.0                 ==
==               ct_mode: none                ==
==              clipgrad: True                ==
==              pretrain: False               ==
==       autobackup_hour: 0                   ==
== write_preview_history: False               ==
==           target_iter: 0                   ==
==           random_flip: False               ==
==            batch_size: 10                  ==
==                                            ==
==---------------- Running On ----------------==
==                                            ==
==          Device index: 0                   ==
==                  Name: GeForce GTX 1080 Ti ==
==                  VRAM: 11.00GB             ==
==                                            ==
================================================
#2
I am never getting erect again. Why a res of 160 when you have a 1080 ti? Speed?
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#3
(04-30-2020, 09:14 PM)Pickles Wrote: You are not allowed to view links. Register or Login to view.I am never getting erect again. Why a res of 160 when you have a 1080 ti? Speed?


I'm not OP but... this is an old ass TV show.  There's no need for any resolution higher that 160.  Plus even if you have a great graphics card you can get a better trained model running at lower resolutions because you can GREATLY increase your batch size.

Always look at your video and how big the faces are in it.  If you are faking a 640x480 video, and the face your are faking is 1/3 the screen, that face is only 160 pixels high.  There would be no point in using a 256 or even 190 model when your face you are faking is only 160 high.

Often times you can get better results (assuming your goal is to make a fake look as real as possible) working with lower resolution videos.  A good trick for videos that are really close up on the face is to just lower the overall resolution of the video.  If you can only handle a 192 model because of your graphics card, and you have a video that is 1080p where the face takes up 80% of the shot, that isn't going to look so hot when you fake it because the face is essentially 860 pixels high.   If I have that 1080p video where the face takes up 80%, aka 860ish pixels high, I reduce the overall video resolution to probably 854x480.  My 190 model will hold up much better faking a face that is 380 pixels rather than 860 pixels.   The goal, for me, is not to have the highest resolution video ever, or to make sure everything is HD... the goal is to make the fake look as natural as possible.  Or, in other words, to have it look the least like a fake as possible.  Sometimes purposefully working with a lower resolution DST is the very best way to accomplish that.
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My videos:
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#4
(04-30-2020, 09:14 PM)Pickles Wrote: You are not allowed to view links. Register or Login to view.I am never getting erect again. Why a res of 160 when you have a 1080 ti? Speed?

I chose 160 because of the original footage quality and to increase DIMs. The original footage (You are not allowed to view links. Register or Login to view.) was shot at some absurdly low resolution by modern standards. It has been colorized and theoretically up-scaled/remastered, then uploaded to YouTube at 720p. I used a wed based downloader to get the file as 720p24 2200kbps, about a 23MB file. My workspace is always 1080p, so I scaled the clip again myself.

I also want to use higher than default dims because I have found a dramatic increase in the replication of facial gestures when doing so. And of course I can get a higher batch size with a lower res, which I believe contributes a great deal to the speed/quality.

I am pleased with the results at 160. Looking at them side by side thought I do think the video might have benefited from either more taining/GAN or possibly a slightly higher res.

If you see my previous video with Biden (You are not allowed to view links. Register or Login to view.) I used the same setting but had to apply a blur in post to match the original footage. In that case the SRC faceset was MUCH clearer than the DST faceset. I personally like them to match for a more "genuine" look, but some people prefer quality. To each his own. 

BTW, Faceset SRC: You are not allowed to view links. Register or Login to view.

EDIT: Just confirmed that I Love Lucy was shot on 35mm, so it is possible they did a 720p scan of that film for the colorized version.
Here is a non-technical description of how a different episode was colorized: You are not allowed to view links. Register or Login to view.

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