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GridMask Data Augmentation

Introduction

This project is the code for implementing the GridMask augmentation for image classification and object detection. The full paper is available at: https://arxiv.org/abs/2001.04086.

Main Result

ImageNet

Baseline+ GridMask
ResNet-5076.577.9
ResNet-10178.079.1
ResNet-15278.379.7

COCO2017

Baseline+ GridMask
FasterRCNN-R50-FPN37.439.2
FasterRCNN-X101-FPN41.242.6

You can find pretrained models to achieve the results in models