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
FACLSTM: ConvLSTM with focused attention for scene text recognition
Sign Up to like & getrecommendations! Published in 2020 at "Science China Information Sciences"
DOI: 10.1007/s11432-019-2713-1
Abstract: Scene text recognition has recently been widely treated as a sequence-to-sequence prediction problem, where traditional fully-connected-LSTM (FC-LSTM) has played a critical role. Owing to the limitation of FC-LSTM, existing methods have to convert 2-D feature… read more here.
Keywords: convlstm; scene; attention; text recognition ... See more keywords
Language identification from multi-lingual scene text images: a CNN based classifier ensemble approach
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Ambient Intelligence and Humanized Computing"
DOI: 10.1007/s12652-020-02528-4
Abstract: Since the past two decades, detecting text regions in complex natural images has emerged as a problem of great interest for the research fraternity. This is because these regions of interest serve as source of… read more here.
Keywords: text; scene text; multi lingual; language identification ... See more keywords
Scene text removal via cascaded text stroke detection and erasing
Sign Up to like & getrecommendations! Published in 2021 at "Computational Visual Media"
DOI: 10.1007/s41095-021-0242-8
Abstract: Recent learning-based approaches show promising performance improvement for the scene text removal task but usually leave several remnants of text and provide visually unpleasant results. In this work, a novel end-to-end framework is proposed based… read more here.
Keywords: text removal; text; stroke detection; text stroke ... See more keywords
A Novel Dataset for English-Arabic Scene Text Recognition (EASTR)-42K and Its Evaluation Using Invariant Feature Extraction on Detected Extremal Regions
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Access"
DOI: 10.1109/access.2019.2895876
Abstract: The recognition of text in natural scene images is a practical yet challenging task due to the large variations in backgrounds, textures, fonts, and illumination. English as a secondary language is extensively used in Gulf… read more here.
Keywords: english arabic; scene text; scene; recognition ... See more keywords
FTPN: Scene Text Detection With Feature Pyramid Based Text Proposal Network
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Access"
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
Cluttered TextSpotter: An End-to-End Trainable Light-Weight Scene Text Spotter for Cluttered Environment
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Access"
DOI: 10.1109/access.2020.3002808
Abstract: Scene text spotting aims at simultaneously localizing and recognizing text instances, symbols, and logos in natural scene images. Scene text detection and recognition approaches have received immense attention in computer vision research community. The presence… read more here.
Keywords: scene text; scene images; scene; light weight ... See more keywords
Tracking Based Semi-Automatic Annotation for Scene Text Videos
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Access"
DOI: 10.1109/access.2021.3066601
Abstract: Recently, video scene text detection has received increasing attention due to its comprehensive applications. However, the lack of annotated scene text video datasets has become one of the most important problems, which hinders the development… read more here.
Keywords: video; scene text; text; semi automatic ... See more keywords
An Optimized Feature Selection Technique in Diversified Natural Scene Text for Classification Using Genetic Algorithm
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Access"
DOI: 10.1109/access.2021.3071169
Abstract: Natural scene text classification is considered to be a challenging task because of diversified set of image contents, presence of degradations including noise, low contrast/resolution and the random appearance of foreground (font, style, sizes and… read more here.
Keywords: scene text; classification; natural scene; feature ... See more keywords
A Transformer-Based Framework for Scene Text Recognition
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3207469
Abstract: Scene Text Recognition (STR) has become a popular and long-standing research problem in computer vision communities. Almost all the existing approaches mainly adopt the connectionist temporal classification (CTC) technique. However, these existing approaches are not… read more here.
Keywords: text recognition; scene text; framework; text ... 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