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The Mish Activation Function

The Mish function is defined as mish(x) = x·tanh(softplus(x)). It is smooth, non-monotonic and self-regularized, properties that let it outperform Swish and ReLU across many tests. The YOLOv4 object detector adopted it in its backbone as the default activation.