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Efficient Segmentation-Aided Text Detection for Intelligent Robots_Slides

Abstract: 

Scene text detection is a critical prerequisite for many fascinating applications for vision-based intelligent robots. Existing methods detect texts either using the local information only or casting it as a semantic segmentation problem. They tend to produce a large number of false alarms or cannot separate individual words accurately. In this work, we present an elegant segmentation-aided text detection solution that predicts the word-level bounding boxes using an end-to-end trainable deep convolutional neural network. It exploits the holistic view of a segmentation network in generating the text attention map (TAM) and uses the TAM to refine the convolutional features for the MultiBox detector through a multiplicative gating process. We conduct experiments on the large-scale and challenging COCO-Text dataset and demonstrate that the proposed method outperforms state-of-the-art methods significantly.

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Paper Details

Authors:
Yuewei Na, Siyang Li, C.-C. Jay Kuo
Submitted On:
14 November 2017 - 10:09pm
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Junting Zhang
Paper Code:
ADL-O.2.3
Document Year:
2017
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GlobalSIP17_Oral_Segmentation-aided_Text_Detection

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[1] Yuewei Na, Siyang Li, C.-C. Jay Kuo, "Efficient Segmentation-Aided Text Detection for Intelligent Robots_Slides ", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/2354. Accessed: Nov. 23, 2017.
@article{2354-17,
url = {http://sigport.org/2354},
author = {Yuewei Na; Siyang Li; C.-C. Jay Kuo },
publisher = {IEEE SigPort},
title = {Efficient Segmentation-Aided Text Detection for Intelligent Robots_Slides },
year = {2017} }
TY - EJOUR
T1 - Efficient Segmentation-Aided Text Detection for Intelligent Robots_Slides
AU - Yuewei Na; Siyang Li; C.-C. Jay Kuo
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/2354
ER -
Yuewei Na, Siyang Li, C.-C. Jay Kuo. (2017). Efficient Segmentation-Aided Text Detection for Intelligent Robots_Slides . IEEE SigPort. http://sigport.org/2354
Yuewei Na, Siyang Li, C.-C. Jay Kuo, 2017. Efficient Segmentation-Aided Text Detection for Intelligent Robots_Slides . Available at: http://sigport.org/2354.
Yuewei Na, Siyang Li, C.-C. Jay Kuo. (2017). "Efficient Segmentation-Aided Text Detection for Intelligent Robots_Slides ." Web.
1. Yuewei Na, Siyang Li, C.-C. Jay Kuo. Efficient Segmentation-Aided Text Detection for Intelligent Robots_Slides [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/2354