Traditional to transfer learning progression on scene text detection and recognition: a survey
Sign Up to like & getrecommendations! Published in 2022 at "Artificial Intelligence Review"
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
Combining Swin Transformer and Attention-Weighted Fusion for Scene Text Detection
Sign Up to like & getrecommendations! Published in 2024 at "Neural Processing Letters"
DOI: 10.1007/s11063-024-11501-7
Abstract: The existing text detection algorithms based on Convolutional Neural Networks (CNN) commonly have the problems of insufficient receptive fields and inadequate extraction of spatial positional information, which limit their ability to detect large-scale variation text… read more here.
Keywords: attention weighted; swin transformer; text detection; attention ... 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
Natural Scene Text Detection With Multiscale Feature Augmentation and Attention Mechanisms
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Access"
DOI: 10.1109/access.2024.3502432
Abstract: Recently, the DB algorithm has drawn considerable attention in scene text detection due to its differentiable binarization module, which is proposed to simplify the complex post-processing of the existing segmentation-based scene text detection approaches. However,… read more here.
Keywords: attention; text detection; scene text; feature ... See more keywords
EMANet: An Ancient Text Detection Method Based on Enhanced-EfficientNet and Multidimensional Scale Fusion
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2024.3423667
Abstract: Digitization through the Internet of Things (IoT) is a key measure for preserving ancient books. As a crucial aspect of digitization, text detection plays an essential role in the preservation and dissemination of ancient culture.… read more here.
Keywords: detection; text; text detection; ancient text ... See more keywords
Semi-Supervised Text Detection With Accurate Pseudo-Labels
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Signal Processing Letters"
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
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Circuits and Systems II: Express Briefs"
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
Video Text Detection With Robust Feature Representation
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2023.3337247
Abstract: Existing video text detection methods mostly track texts with appearance feature only, thus are easily influenced by the change of perspective and illumination. In this paper, we propose an end-to-end video text detector that tracks… read more here.
Keywords: video; text detection; video text; robust feature ... See more keywords