Text Localization (figures on the left) and Text Role Classification (figures on the right).

Abstract

We first used a convolutional neural network (YOLO v4, pre-trained on MS COCO dataset) to localize texts on figures. Then, using text role classification to predict the role of texts for feature engineering. (EPS)</p