Thumbnail: A Novel Data Augmentation for Convolutional Neural Network

A new data augmentation strategy named Thumbnail is proposed, which aims to strengthen the network’s capture of global features and works better than the state-of-the-art augmentation strategies across classification,ne-grained image classification, and object detection.