Wetext: Scene text detection under weak supervision

S Tian, S Lu, C Li - … of the IEEE international conference on …, 2017 - openaccess.thecvf.com
supervised scene text detection framework (WeText) that is capable of learning a robust and
accurate scene text detector … The idea is to first train a “light” supervised model by using a …

Erasing scene text with weak supervision

J Zdenek, H Nakayama - Proceedings of the IEEE/CVF …, 2020 - openaccess.thecvf.com
… We use a separately trained scene text detector and an inpainting network. The scene text
detector predicts segmentation maps of text instances which are then used as masks for the …

Weak supervision for generating pixel–level annotations in scene text segmentation

S Bonechi, M Bianchini, F Scarselli… - Pattern Recognition Letters, 2020 - Elsevier
text detection employing a semantic segmentation network but, since they cannot rely on a
pixel–level supervision at the text … inside the bounding–box as text. Therefore, the scarcity of …

Texts as lines: text detection with weak supervision

W Wu, J Xing, C Yang, Y Wang… - … Problems in Engineering, 2020 - Wiley Online Library
… by exploiting word annotations in rich large-scale real scene text datasets. … weakly supervised
semantic segmentation [34, 36–38], we propose a weakly supervised scene text detector

COCO_TS dataset: pixel–level annotations based on weak supervision for scene text segmentation

S Bonechi, P Andreini, M Bianchini… - … Conference on Artificial …, 2019 - Springer
… networks for scene text segmentation. … supervised learning approach is used to reduce the
shift between training on real and synthetic data. Pixel–level supervisions for a text detection

Language matters: A weakly supervised vision-language pre-training approach for scene text detection and spotting

C Xue, W Zhang, Y Hao, S Lu, PHS Torr… - European Conference on …, 2022 - Springer
… trained with weak supervision only (ie partial texts in images without text bounding boxes).
Our pre-trained model weights can be directly transferred to various scene text detectors and …

Weakly Supervised Scene Text Detection using Deep Reinforcement Learning

E Metzenthin, C Bartz, C Meinel - arXiv preprint arXiv:2201.04866, 2022 - arxiv.org
… field of scene text detection requires complex … as weak supervision, can reduce the amount
of data needed. In this paper we propose a weak supervision method for scene text detection, …

A text localization method based on weak supervision

J Zhang, C Du, Z Feng, Y Wang… - … on Document Analysis …, 2019 - ieeexplore.ieee.org
… (1) The work is a further exploration of weak supervision methods in scene text detection.
(2) The network we designed uses a U-Net shape architecture rather than the CAM architecture…

Linguistic structures as weak supervision for visual scene graph generation

K Ye, A Kovashka - … of the IEEE/CVF Conference on …, 2021 - openaccess.thecvf.com
… Our model uses the image’s paired caption as weak supervision to … scene graphs without
help from texts. To learn our model, we first allow context information to propagate on the text

SemiText: Scene text detection with semi-supervised learning

J Liu, Q Zhong, Y Yuan, H Su, B Du - Neurocomputing, 2020 - Elsevier
… is used for training text detection model, has … supervised scene text detection framework
(SemiText), which trains robust and accurate scene text detectors using a pre-trained supervised