Code DAO

Dec 5, 2021 · Artificial Intelligence

Why DropBlock Outperforms Dropout as an Image Regularizer

This article demonstrates how to implement DropBlock in PyTorch, explains why Dropout fails on image data, details the gamma calculation and mask generation, and shows visual comparisons that illustrate the superiority of contiguous region dropping over random pixel dropout.