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Augmenting transformation knowledge onto a convolutional neural network's weights has often yielded significant improvements in performance.
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A. Krizhevsky, I. Sutskever, and G. E. Hinton, “Imagenet classification with deep convolutional neural networks,” in Advances in Neural Information Processing Systems 25 (NIPS)
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M. Jaderberg, K. Simonyan, A. Zisserman, and k. kavukcuoglu, “Spatial transformer networks,” in Advances in Neural Information Processing Systems 28 (NIPS)
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O. Rippel, J. Snoek, and R. P. Adams, “Spectral representations for convolutional neural networks,” in Advances in Neural Information Processing Systems 28 (NIPS)
2015
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2016
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2018
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