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Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation
[article]
2018
arXiv
pre-print
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We propose to detect scene text by localizing corner points of text bounding boxes and segmenting text regions in relative positions. ...
The first category treats scene text as a type of general objects and follows general object detection paradigm to localize scene text by regressing the text box locations, but troubled by the arbitrary-orientation ...
Conclusion In this paper, we have presented a scene text detector that localize text by corner point detection and positionsensitive segmentation. ...
arXiv:1802.08948v2
fatcat:hehg4vyh4ncn5hijlz3eucrkn4
Multi-oriented Scene Text Detection via Corner Localization and Region Segmentation
2018
2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition
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We propose to detect scene text by localizing corner points of text bounding boxes and segmenting text regions in relative positions. ...
The first category treats scene text as a type of general objects and follows general object detection paradigm to localize scene text by regressing the text box locations, but troubled by the arbitrary-orientation ...
Acknowledgement This work was supported by NSFC 61733007 and 61573160, to Dr. ...
doi:10.1109/cvpr.2018.00788
dblp:conf/cvpr/LyuYWYB18
fatcat:i5g6ar242rdcdl6gn7y2vuh7ka
TextField: Learning A Deep Direction Field for Irregular Scene Text Detection
[article]
2019
arXiv
accepted
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Scene text detection is an important step of scene text reading system. The main challenges lie on significantly varied sizes and aspect ratios, arbitrary orientations and shapes. ...
Driven by recent progress in deep learning, impressive performances have been achieved for multi-oriented text detection. ...
In [35] , Lyu et al. propose to first regress four corners of text boxes, followed by a combination of corners and Non-Maximum Suppression (NMS) process to achieve accurate multi-oriented text localization ...
arXiv:1812.01393v2
fatcat:npvethdp3bdmtck6bvmfx4mddi
Irregular scene text detection via attention guided border labeling
2019
Science China Information Sciences
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To solve this problem, we propose a novel method to detect irregular scene texts based on instance-aware segmentation. ...
respectively) and obtains comparable performance on multi-oriented text datasets compared to the state-of-the-art approaches. ...
Acknowledgements This work was supported by National Natural Science Foundation of China (Grant Nos. 61672056,
61672043) and Key Laboratory of Science, Technology and Standard in Press Industry (Key ...
doi:10.1007/s11432-019-2673-8
fatcat:zwjt5pwklfgcjemiwopq5yxt4m
Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapes
[chapter]
2018
Lecture Notes in Computer Science
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which precise text detection and recognition are acquired via semantic segmentation. ...
Recently, models based on deep neural networks have dominated the fields of scene text detection and recognition. ...
Multi-oriented scene text detection has become a hot topic recently. Yao et al. [52] and Zhang et al. [55] detect multi-oriented scene text by semantic segmentation. Tian et al. ...
doi:10.1007/978-3-030-01264-9_5
fatcat:lk6uqziccvebbacm3qcjpepq5i
Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapes
[article]
2018
arXiv
pre-print
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which precise text detection and recognition are acquired via semantic segmentation. ...
Recently, models based on deep neural networks have dominated the fields of scene text detection and recognition. ...
Multi-oriented scene text detection has become a hot topic recently. Yao et al. [52] and Zhang et al. [55] detect multi-oriented scene text by semantic segmentation. Tian et al. ...
arXiv:1807.02242v2
fatcat:lylbcy4hzrgmxmhawtxcmgc23i
Instance Segmentation Network with Selfdistillation for Scene Text Detection
2020
IEEE Access
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Segmentation based methods have become the mainstream for detecting scene text with arbitrary orientations and shapes. ...
., ICDAR2015, ICDAR2017 MLT, CTW1500 and Total-Text, and the experimental results show that it can achieve better tradeoff between accuracy and efficiency for scene text detection. ...
CLRS [37] detected scene text by localizing corner points of text bounding boxes and segmenting text regions in relative positions. ...
doi:10.1109/access.2020.2978225
fatcat:tylrcfwzcvfijn47dgthjnvtui
Text Perceptron: Towards End-to-End Arbitrary-Shaped Text Spotting
[article]
2021
arXiv
pre-print
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2020 pre-print arXiv:2002.06820v1 fatcat:f4bpweqvefaxfg7vhnglhig6uq
Many approaches have recently been proposed to detect irregular scene text and achieved promising results. ...
STM) is designed to transform the detected feature regions into regular morphologies without extra parameters. ...
(Ma et al. 2018 ) proposed a rotated regional proposal network to enhance multi-oriented text detection. ...
arXiv:2002.06820v2
fatcat:qv77ioltuzbuvdemmny5d4ke5a
Text Perceptron: Towards End-to-End Arbitrary-Shaped Text Spotting
2020
PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE
Preserved Fulltext
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Many approaches have recently been proposed to detect irregular scene text and achieved promising results. ...
STM) is designed to transform the detected feature regions into regular morphologies without extra parameters. ...
(Ma et al. 2018 ) proposed a rotated regional proposal network to enhance multi-oriented text detection. ...
doi:10.1609/aaai.v34i07.6864
fatcat:4jqpb3xktrc4jfvesivjs4ruoy
Industrial Scene Text Detection with Refined Feature-attentive Network
[article]
2021
arXiv
pre-print
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Moreover, we construct two industrial scene text datasets, including a total of 102156 images and 1948809 text instances with various character structures and metal parts. ...
Specifically, we design a parallel feature integration mechanism to construct an adaptive feature representation from multi-resolution features, which enhances the perception of multi-scale texts at each ...
INTRODUCTION T HE task of text detection is to detect the text regions and localize them with bounding boxes, which mainly researches horizontal texts, multi-oriented texts, and curved texts in various ...
arXiv:2110.12663v1
fatcat:kfskmludrrccphhigsc7fepwki
All You Need Is Boundary: Toward Arbitrary-Shaped Text Spotting
2020
PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE
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Different from the existing approaches that formulate text detection as bounding box extraction or instance segmentation, we localize a set of points on the boundary of each text instance. ...
Experiments on three challenging datasets, including ICDAR2015, TotalText and COCO-Text demonstrate that the proposed method consistently surpasses the state-of-the-art in both scene text detection and ...
.; and Luo, J. 2018. Integrating scene text and visual appearance for fine-grained image classification. IEEE Access 6:66322-66335. ...
doi:10.1609/aaai.v34i07.6896
fatcat:uo2z2e5wsfgyvcend2tkqdphqe
Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapes
[article]
2019
arXiv
pre-print
Preserved Fulltext
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end-to-end learning procedure, in which both detection and recognition can be achieved directly from two-dimensional space via semantic segmentation. ...
In this paper, we investigate the problem of scene text spotting, which aims at simultaneous text detection and recognition in natural images. ...
[79] detect multi-oriented scene text by semantic segmentation. ...
arXiv:1908.08207v1
fatcat:q7k2ejs2xfdcnighybsh6sauua
Geometry-Aware Scene Text Detection with Instance Transformation Network
2018
2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition
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Localizing text in the wild is challenging in the situations of complicated geometric layout of the targets like random orientation and large aspect ratio. ...
An end-to-end multi-task learning strategy with transformation regression, text/non-text classification and coordinates regression is adopted in the ITN. ...
Network (ITN), to effectively detect multi-scale, multi-oriented and multi-lingual scene text. ...
doi:10.1109/cvpr.2018.00150
dblp:conf/cvpr/WangZ0WT18
fatcat:z2ys5ri4ijhgdea3yrpaxpkode
All You Need is a Second Look: Towards Arbitrary-Shaped Text Detection
[article]
2021
arXiv
pre-print
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Existing mainstream methods follow the instance segmentation pipeline to obtain the text regions. ...
Compared to the traditional single-stage segmentation network, our NASK conducts the detection in a coarse-to-fine manner with the first stage segmentation spotting the rectangle text proposals and the ...
[21] propose to detect scene texts by localizing corner points of text bounding boxes and segmenting text regions in relative positions. ...
arXiv:2106.12720v1
fatcat:3h3dt2ofundwrpenf2uqdgrv6a
Accurate Scene Text Detection via Scale-Aware Data Augmentation and Shape Similarity Constraint
2021
IEEE transactions on multimedia
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This paper presents an arbitrary-shape scene text detection method that can achieve better generalization ability and more accurate localization. ...
SSC encourages the segmentation of text or non-text in the candidate boxes to be similar to the corresponding ground truth, which is helpful to localize more accurate boundaries for arbitrary-shape scene ...
TEXT DATASET Total-Text AND THE MULTI-ORIENTED SCENE TEXT DATASET ICDAR2015. † DENOTES THE RESULTS FROM [8]. * MEANS MULTI-SCALE TESTING RESULTS. ...
doi:10.1109/tmm.2021.3073575
fatcat:r4rgthwbk5cw3boixvko3zbpoi
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