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WideResNet architecture

Open LukeWood opened this issue 3 years ago • 10 comments

Best resnet for Cifar10/Cifar100

https://arxiv.org/abs/1605.07146

LukeWood avatar Jan 20 '22 22:01 LukeWood

You could take a look at this with SAM or in the resnet family at @leondgarse https://github.com/leondgarse/keras_cv_attention_models#resmlp

See also: https://paperswithcode.com/sota/image-classification-on-cifar-100

bhack avatar Jan 21 '22 00:01 bhack

Would like to work on this.

MrinalTyagi avatar Mar 14 '22 05:03 MrinalTyagi

Hi @LukeWood ,I would love to implement WideResNet duing GSoC. I'm currently drafting my proposal and would love to know if I could implement this during GSoC ?

blackhat-coder avatar Mar 26 '22 17:03 blackhat-coder

Any update on this feature? cc @blackhat-coder

innat avatar Jul 03 '22 09:07 innat

Hi @innat, This feature proposal wasn't accepted, however I can still work on implementing this architecture.

blackhat-coder avatar Jul 06 '22 15:07 blackhat-coder

Do you mean, didn't accept in GSoC? If so, I don't think it's required to pass things in GSoC in order to be eligible to include in KerasCV. ( WideResNet is widely used with over 5288 citations. )

innat avatar Jul 06 '22 18:07 innat

Can you assign this to me as well? :)

DavidLandup0 avatar Sep 22 '22 22:09 DavidLandup0

Thanks!

DavidLandup0 avatar Sep 26 '22 10:09 DavidLandup0

Small update, got to this last night, and I'm almost done (I think). Just gotta tweak a few things and test it thoroughly on different setups (they have a few listed in the paper)

DavidLandup0 avatar Oct 04 '22 10:10 DavidLandup0

Seems to be done, just waiting for the training to finish to validate whether it behaves the same as in the paper. Sending the pull request in a few hours!

DavidLandup0 avatar Oct 05 '22 19:10 DavidLandup0

Lets deprioritize this until theres a strong use case; and focus on migrating the existing backbones!

LukeWood avatar May 04 '23 18:05 LukeWood

@LukeWood this network is cited by 6776 times, here is the pwc report.

innat avatar May 06 '23 16:05 innat