Deep Learning, Image Processing, Convolutional Network, Machine Learning, Artificial Intelligence.
the orientation. Image by Author. Invariance and equivariance are often confused and used interchangeably, however, both define different properties. In simple terms, an invariance is the property of a function, where for a perturbed input, the output stays unchanged. For example, we want a