Training GANs with Limited Data

[@connor-shorten]

1:05 What is Discriminator Overfitting? 2:10 “Leaking” Augmentations in GANs 3:50 Invertible Transformations that don’t leak 5:57 Consistency Regularization 7:32 Discriminator Augmentation / Goggles 8:46 Adaptive Control Scheme with Overfitting Heuristics 10:11 Results 13:10 Comparison with Training from Scratch and Transfer Learning in GANs with Freeze-Discriminator

[@MrRobotoDancer]

Henry i love your videos, you help me a lot with my thesis project. If i had more time i would definitely add this paper to the project. Keep it up with the great work, also if you add this timestamps in the description, youtube automatically adds cuts in the video timeline

[@TheThirdLieberkind]

@@MrRobotoDancer I was about to say the same - finally a great new feature from youtube!

[@ricardokylo7249]

A tip: you can watch movies on kaldroStream. Me and my gf have been using it for watching loads of movies during the lockdown.

[@anthonythomas489]

@Ricardo Kylo Yea, been watching on kaldroStream for years myself :D

[@lewisbrantley3308]

@Ricardo Kylo Yea, have been using kaldroStream for since december myself :D

[@maverick3069]

I love these videos! Thanks for bringing the videos on latest research in the field. Keep'em coming!

[@Schematical]

Interesting. Going to have to try this in the next line of expirements on my channel. Thanks for the info!

[@connor-shorten]

Awesome! Please let me know if you write a blog post about your experiments!

[@SeucheAchat]

Your channel is sooo important for me atm :)

[@catherinele8417]

Thanks a lot for this video . Your video helps a lot !

[@TimScarfe]

Awesome work!

[@mehermanoj45]

Thanks you. 🙂

[@connor-shorten]

Thanks for watching!

[@tpocomp]

Thank You, so good video

[@rajshreesrivastava7650]

Hello sir, Nice explanation sir Can u plZ tell how we can use gan for data augmentation and deep learning alexnet /resnet-50/ vgg 16 for classification

[@kedirwaritu2156]

have you get the answer for this question how you do it please replay me?

[@nguyenanhnguyen7658]

Only work with very focused portrai-alike and face mostly dataset. Any other is crap result. Not usable.

[@charudattamanwatkar8340]

first?

[@erikacardenas2964]

Awesome video!