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This adds the simplenet architecture from 2016. a 13 layer plain cnn architecture that outperformed much deeper and more complex architectures at the time. currently, it outperforms all vgg variants, variants of resnet such as resnet18 and resnet34, among others.
If anything is amiss, please kindly let me know so I can fix it
hope this is helpful to the community.