All you should know about translation equivariance/invariance in CNN

First published on Medium

Translation invariance and translation equivariance are two important concepts in convolutional neural networks (CNNs) related to the network’s ability to recognise objects regardless of their position within an image.

Create a custom dataset

To create a customized dataset in PyTorch, you should create a subclass of the torch.utils.data.Dataset class and implement the following methods:

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Wanna play around with the code? Link

    import os
    import numpy as np
    import argparse
    import cv2
    import matplotlib.pyplot as plt

Tools: 工具：

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