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DropBlock: A regularization method for convolutional networks

Golnaz Ghiasi, Tsung-Yi Lin, Quoc V. Le

Neural Information Processing Systems

Deep neural networks often work well when they are over-parameterized and trained withamassiveamount ofnoiseandregularization, suchasweight decay and dropout. Although dropout is widely used as a regularization technique for fully connected layers, it is often less effective for convolutional layers.