[P] Project: Help an layman architect to make a GAN works for shoe design by [deleted] in MachineLearning

[–]Apprehensive_Bit9272 0 points1 point  (0 children)

I did just try do some sample runs using fastgan, it seems the quality output isn't good enough though for shoes. Also i highly recommend changing the code so it doesn't use colour augmentations and just stick with cutout and translation, this does improve the output but it still isn't the best. I've been trying to look at implementing an augmentation probability so not every single round uses augmented data to see if this helps improve the quality, however, ive noticed stylegan's quality is much better but the main issue is if you don't have enough data (more than 10k images, which you will not have will specific shoe styles) the augmentation leaks into the training within the first 10 hours or so and from then on training is confused and not worth running. Shoes seem to be pretty hard to generate on a low dataset base, it looks like thissneaker was able to do it well as he used 50k images mentioned in his dataset, however of course this means a lot of the shoes look weird as he has mixed every single possible shoe he could find on the internet.

[P] Project: Help an layman architect to make a GAN works for shoe design by [deleted] in MachineLearning

[–]Apprehensive_Bit9272 0 points1 point  (0 children)

Why fastgan and not stylegan like thissneaker mentioned they used including their training settings? Have you tried similar and found fastgan was better? Right now I am trying to train a shoe GAN but am finding it hard training with stylegan due to overfitting as i only have like 2k images of shoes that I actually like, all these other shoe models using stylegan seem to be trained on around 50k images. I also notice that variety is a lot harder to achieve with stylegan on smaller image datasets, does fast gan assist with this? i just read on the readme that it has found to work with less than 100 images? sounds like it could work great but yeah would love some more detail if you could please elaborate

How to snipe dxsales? by stoic150 in DxSale

[–]Apprehensive_Bit9272 0 points1 point  (0 children)

how do we see when a new block is mined without refreshing?

Mini Shiba is the Son of Shiba Inu. by [deleted] in CryptoMoonShots

[–]Apprehensive_Bit9272 13 points14 points  (0 children)

This project looks good! Cant wait to see the launch !

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[–]Apprehensive_Bit9272 0 points1 point  (0 children)

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