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hardmish's Introduction

HardMish

Tensorflow Implementation of Hard Mish - Memory Efficient and faster equivalent of Mish

Formula - (x/2).min(2, max(0, x+2))

import tensorflow as tf
def hard_mish(x):
    return tf.minimum(2., tf.nn.relu(x + 2.)) * 0.5 * x

Figure 1. Hard Mish Activation Function

CIFAR-10:

Architecture Swish H-Mish Mish ReLU
ResNet-20 90.42% 92.57% 92.68% 91.8%

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