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Separating Chinese Character from Noisy Background Using GAN
2021
Wireless Communications and Mobile Computing
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The experimental results showed that the proposed method effectively separates Chinese characters from noisy background. ...
Separating printed or handwritten characters from a noisy background is valuable for many applications including test paper autoscoring. ...
In the results, we show the visual effect of separating the handwritten part and the printed part, respectively, of four different common Chinese fonts. ...
doi:10.1155/2021/9922017
fatcat:gx4ofxf33rg2lgcun2bdlvmg3m
Counteracting Dark Web Text-Based CAPTCHA with Generative Adversarial Learning for Proactive Cyber Threat Intelligence
[article]
2022
arXiv
pre-print
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This framework encompasses a novel generative method to recognize dark web text-based CAPTCHA with noisy background and variable character length. ...
To eliminate the need for human involvement, the proposed framework utilizes Generative Adversarial Network (GAN) to counteract dark web background noise and leverages an enhanced character segmentation ...
region and separate the characters from the background [36] . ...
arXiv:2201.02799v2
fatcat:nepnavt6onaf7ncinm2x6ar5ey
Unsupervised Typography Transfer
[article]
2018
arXiv
pre-print
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Sometimes the pairing is time-costing, and sometimes there is no perfect pairing, such as the pairing between traditional Chinese and simplified Chinese characters. ...
Some recent work on computer vision proposes a brand new approach: to treat every Chinese character as an independent and inseparable image, so the pre-processing and post-processing of each character ...
performance is poor and there are still noisy pixels in the background. ...
arXiv:1802.02595v1
fatcat:jb2jmqm3gjchpk4325mlc6ws6u
SCFont: Structure-Guided Chinese Font Generation via Deep Stacked Networks
2019
PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE
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To address those problems, this paper proposes a structure-guided Chinese font generation system, SCFont, by using deep stacked networks. ...
The key idea is to integrate the domain knowledge of Chinese characters with deep generative networks to ensure that high-quality glyphs with correct structures can be synthesized. ...
, even the most commonly used Chinese charset (i.e., GB2312) is composed of 6763 characters. ...
doi:10.1609/aaai.v33i01.33014015
fatcat:6zqips3w3retzejptdtubglew4
Stylized Adversarial AutoEncoder for Image Generation
2017
Proceedings of the 2017 ACM on Multimedia Conference - MM '17
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content feature, both encoded from real images. ...
The split of the latent vector enables us adjusting the content and the style of the generated image arbitrarily by choosing di erent exemplary images. ...
from being noisy and incomprehensible [5, 10] . ...
doi:10.1145/3123266.3123450
dblp:conf/mm/ZhaoDHLH17
fatcat:hnmoizwspnbanis3p3ncfhcrq4
Research and implementation of license plate recognition based on android platform
2020
MATEC Web of Conferences
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library is generated by using jtessboxeditor tool, which realizes offline recognition of license plate number. ...
On the basis of fully understanding the principle of Tesseract OCR recognition, a large number of training pictures are generated by license plate number simulation generator, and license plate character ...
The Chinese characters are not all Chinese characters, but only Beijing, Tianjin, Shanghai, Chongqing, Hebei, Henan, Yunnan, Liaoning, Hei, Xiang, Anhui, Shandong, Xin, Su, Zhejiang, Gan, Hubei, Gui, Gan ...
doi:10.1051/matecconf/202030903034
fatcat:q3koso5z2jazdo5dkodbhfotuu
Adversarial Generation of Handwritten Text Images Conditioned on Sequences
[article]
2019
arXiv
pre-print
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We use bidirectional LSTM recurrent layers to get an embedding of the word to be rendered, and we feed it to the generator network. ...
Together, these extensions to GAN enable to control the textual content of the generated word images. ...
Chinese characters from a printed font. ...
arXiv:1903.00277v1
fatcat:y6xjm5uxhreqjow4as7evvle4y
A Survey on Generative Adversarial Networks: Variants, Applications, and Training
[article]
2020
arXiv
pre-print
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We survey, (I) the original GAN model and its modified classical versions, (II) detail analysis of various GAN applications in different domains, (III) detail study about the various GAN training obstacles ...
Therefore, stable training is a crucial issue in different applications for the success of GAN. ...
LSCGAN generates a new Chinese character font style by fusing the existing Chinese characters font styles. ...
arXiv:2006.05132v1
fatcat:gyjezuh5sfdilkp43ydsea5cwa
Research on License Plate Recognition Algorithms Based on Deep Learning in Complex Environment
2020
IEEE Access
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License plate recognition systems are widely used in modern smart cities, such as toll payment systems, parking fee payment systems and residential access control. ...
The traditional location recognition algorithm is easily affected by light, shadow, background complexity or other factors, resulting in the failure to meet the application of real scenes. ...
Finally, seven recognizers recognize each segment, the first recognizer separately trained for the Chinese character, and the rest six recognizers share weights. ...
doi:10.1109/access.2020.2994287
fatcat:7l72osyti5c77n6dnpjztknsdq
One to Multiple Mapping Dual Learning: Learning Multiple Sources from One Mixed Signal
[article]
2021
arXiv
pre-print
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Single channel blind source separation (SCBSS) refers to separate multiple sources from a mixed signal collected by a single sensor. ...
To address these problems, an algorithm is proposed in this paper to separate multiple sources from a mixture by designing a parallel dual generative adversarial Network (PDualGAN) that can build the relationship ...
Due to the erosion of time, the loss of ancient Chinese characters often occurs in unearthed cultural relics and ancient books. ...
arXiv:2110.06568v3
fatcat:aynptmorm5hlndryrmhp67ig2y
Neural Storyboard Artist: Visualizing Stories with Coherent Image Sequences
[article]
2019
arXiv
pre-print
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The creator then employs three rendering steps to increase the flexibility of retrieved images, which include erasing irrelevant regions, unifying styles of images and substituting consistent characters ...
ACKNOWLEDGMENTS The authors would like to thank Qingcai Cui for cinematic image collection, Yahui Chen and Huayong Zhang for their efforts in 3D character substitution. ...
Since the GraphMovie dataset is in Chinese, we translate the training set from English to Chinese via an automatic machine translation API 3 . ...
arXiv:1911.10460v1
fatcat:bj2zgw2rbvbjxjwz5em4w57hle
Vehicle Number Plate Detection and Recognition Techniques: A Review
2021
Advances in Science, Technology and Engineering Systems
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Hopefully, for future research, this review would be very useful. ...
, what datasets have been focused on, what kinds of characters have been recognized and how much progress have been achieved. ...
To separate license plates from related items, they also used a plate pre-identification algorithm. ...
doi:10.25046/aj060249
fatcat:dcuo3yztmvcctjdf6vlmrqzljq
Review of end-to-end speech synthesis technology based on deep learning
[article]
2021
arXiv
pre-print
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Moreover, this paper also summarizes the open-source speech corpus of English, Chinese and other languages that can be used for speech synthesis tasks, and introduces some commonly used subjective and ...
It contains roughly 85 hours of emotion-neutral recordings spoken by 218 native Chinese mandarin speakers, as well as transcripts in Chinese character-level and pinyin-level. ...
Meanwhile, Chinese characters are ideograms, which are not directly related to pronunciation. It is necessary to convert the original Chinese text into phonemes or pinyin as audio transcription. ...
arXiv:2104.09995v1
fatcat:q5lx74ycx5hobjox4ktl3amfta
A Robust Attentional Framework for License Plate Recognition in the Wild
[article]
2020
arXiv
pre-print
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The dataset can be available from: https://github.com/wangpengnorman/CLPD_dataset. ...
Moreover, we released a new license plate dataset, named "CLPD", with 1200 images from all 31 provinces in mainland China. ...
The entry flow downsamples the spatial size from 160 × 48 to 40×6 and increases the feature channel from 3 to 256 using interleaved separable convolutions and max-poolings. ...
arXiv:2006.03919v2
fatcat:av4rltgmf5ernn2j4xmqexcruq
Paint4Poem: A Dataset for Artistic Visualization of Classical Chinese Poems
[article]
2021
arXiv
pre-print
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Thefirst part of Paint4Poem consists of 301 high-quality poem-painting pairs collected manually from an influential modern Chinese artistFeng Zikai. ...
In this work we propose a new task: artistic visualization of classical Chinese poems, where the goal is to generatepaintings of a certain artistic style for classical Chinese poems. ...
The average length of captions are only 6 characters. Painting style. All the paintings in Zikai-Caption are from Feng Zikai, thus they can provide useful signals to learn his painting style. ...
arXiv:2109.11682v2
fatcat:d6x4c3g6jnev5e2zxvx4pbvjpy
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