Traditional to transfer learning progression on scene text detection and recognition: a survey
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DOI: 10.1007/s10462-021-10091-3
Abstract: Many computer vision-based techniques utilize semantic information i.e. scene text present in a natural scene for image analysis. Subsequently, in recent times researchers pay more attention to key tasks such as scene text detection, recognition,… read more here.
Keywords: scene; scene text; detection recognition; text detection ... See more keywords
Text detection and localization in natural scene images based on text awareness score
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DOI: 10.1007/s10489-018-1338-4
Abstract: Text detection & localization plays an essential role in finding the textual information from natural scene images that can be used in robot navigation, license plate detection, and wearable applications. In this work, we present… read more here.
Keywords: text awareness; text; detection localization; text detection ... See more keywords
FTPN: Scene Text Detection With Feature Pyramid Based Text Proposal Network
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DOI: 10.1109/access.2019.2908933
Abstract: Scene text detection is to detect the position of a text in the natural scene, the quality of which will directly affect the subsequent text recognition. It plays an important role in fields such as… read more here.
Keywords: scene text; text; text detection; scene ... See more keywords
A Post-Processing Method for Text Detection Based on Geometric Features
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DOI: 10.1109/access.2021.3063184
Abstract: Deep learning text detection is generally divided into two steps: prediction candidate box of depth model and post-processing, and post-processing usually uses NMS or prediction box to merge and connect. At present, many methods of… read more here.
Keywords: post processing; box; method; text detection ... See more keywords
Semi-Supervised Text Detection With Accurate Pseudo-Labels
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DOI: 10.1109/lsp.2022.3175667
Abstract: Recent scene text detection methods have made great progress. However, existing methods rely heavily on extensive labeled data, which is very time-consuming and expensive. In this letter, we propose a novel semi-supervised text detection method… read more here.
Keywords: accurate pseudo; semi supervised; pseudo labels; pseudo ... See more keywords
A CPU-FPGA Heterogeneous Acceleration System for Scene Text Detection Network
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DOI: 10.1109/tcsii.2022.3167022
Abstract: Scene text detection network, such as Connectionist Text Proposal Network (CTPN), takes CNN-RNN hybrid neural network as the main body, which can effectively recognize the text arranged horizontally in the image. However, complex structures and… read more here.
Keywords: system; cpu; network; scene text ... See more keywords
An Episodic Learning Network for Text Detection on Human Bodies in Sports Images
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2021.3092713
Abstract: Due to the proliferation of sports-related multimedia content on the WWW, effective visual search and retrieval present interesting research challenges. These are caused by poor image quality, a wide range of possible camera points of… read more here.
Keywords: bodies sports; human bodies; detection; sports images ... See more keywords
Mixed-Supervised Scene Text Detection With Expectation-Maximization Algorithm
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DOI: 10.1109/tip.2022.3197987
Abstract: Scene text detection is an important and challenging task in computer vision. For detecting arbitrarily-shaped texts, most existing methods require heavy data labeling efforts to produce polygon-level text region labels for supervised training. In order… read more here.
Keywords: mixed supervised; text detection; scene text; scene ... See more keywords
Effective Uyghur Language Text Detection in Complex Background Images for Traffic Prompt Identification
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DOI: 10.1109/tits.2017.2749977
Abstract: Text detection in complex background images is a challenging task for intelligent vehicles. Actually, almost all the widely-used systems focus on commonly used languages while for some minority languages, such as the Uyghur language, text… read more here.
Keywords: detection; background images; language text; complex background ... See more keywords
Accurate Scene Text Detection Via Scale-Aware Data Augmentation and Shape Similarity Constraint
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DOI: 10.1109/tmm.2021.3073575
Abstract: Scene text detection has attracted increasing concerns with the rapid development of deep neural networks in recent years. However, existing scene text detectors may overfit on the public datasets due to the limited training data,… read more here.
Keywords: scene text; shape; shape scene; text detection ... See more keywords
Kernel Proposal Network for Arbitrary Shape Text Detection
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2022.3152596
Abstract: Segmentation-based methods have achieved great success for arbitrary shape text detection. However, separating neighboring text instances is still one of the most challenging problems due to the complexity of texts in scene images. In this… read more here.
Keywords: text detection; shape text; arbitrary shape; text ... See more keywords