Text erasing and character matting method based on U-shaped residual network

The invention discloses a text erasing and character matting method based on a U-shaped residual network. The method comprises the following steps: constructing a training set and a standard answer graph, manufacturing a natural scene image containing characters, and generating the standard answer g...

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Main Authors YU BOXI, HUANG YAN, XU YONG
Format Patent
LanguageChinese
English
Published 30.04.2021
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Abstract The invention discloses a text erasing and character matting method based on a U-shaped residual network. The method comprises the following steps: constructing a training set and a standard answer graph, manufacturing a natural scene image containing characters, and generating the standard answer graph; preprocessing a training set; extracting features, inputting the natural scene picture containing the characters into a U-shaped residual network for training, and extracting information; image reconstruction: splicing the output features of the plurality of U-shaped residual networks, reserving the low-frequency information of the image through residual connection, and outputting the image in combination with the high-frequency information analyzed by the automatic encoder; deeply supervising and optimizing a U-shaped residual network; and circularly training the network until a required standard is obtained. Based on the architecture of the U-shaped residual network and the automatic encoder, the basic prob
AbstractList The invention discloses a text erasing and character matting method based on a U-shaped residual network. The method comprises the following steps: constructing a training set and a standard answer graph, manufacturing a natural scene image containing characters, and generating the standard answer graph; preprocessing a training set; extracting features, inputting the natural scene picture containing the characters into a U-shaped residual network for training, and extracting information; image reconstruction: splicing the output features of the plurality of U-shaped residual networks, reserving the low-frequency information of the image through residual connection, and outputting the image in combination with the high-frequency information analyzed by the automatic encoder; deeply supervising and optimizing a U-shaped residual network; and circularly training the network until a required standard is obtained. Based on the architecture of the U-shaped residual network and the automatic encoder, the basic prob
Author HUANG YAN
YU BOXI
XU YONG
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DocumentTitleAlternate 基于U型残差网络的文本擦除和抠字方法
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Snippet The invention discloses a text erasing and character matting method based on a U-shaped residual network. The method comprises the following steps:...
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COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
HANDLING RECORD CARRIERS
PHYSICS
PRESENTATION OF DATA
RECOGNITION OF DATA
RECORD CARRIERS
Title Text erasing and character matting method based on U-shaped residual network
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