Image character identification model generation and vertical column character image identification method and device

A character recognition and character image technology, applied in the field of text recognition, can solve the problems of training models, consuming a lot of manpower and material resources, and achieve the effect of efficient recognition

Active Publication Date: 2017-02-15
BAIDU ONLINE NETWORK TECH (BEIJIBG) CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] However, in an actual environment, the number of text lines is far greater than the number of vertical text. For the recognition of vertical text, it is difficult to directly use the existing text line images to train the model, so it is necessary to collect a large number of vertical text pictures to ensure the training performance of the recognition model, which will consume a lot of manpower and material resources

Method used

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  • Image character identification model generation and vertical column character image identification method and device
  • Image character identification model generation and vertical column character image identification method and device
  • Image character identification model generation and vertical column character image identification method and device

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Embodiment 1

[0045] figure 1 It is a flow chart of a method for generating an image character recognition model provided in Embodiment 1 of the present invention. The method of this embodiment can be executed by an image character recognition model generation device, which can be implemented by means of hardware and / or software, and Generally, it can be integrated into a device for image character recognition, such as a smart phone, a computer, and a tablet computer, which is not limited in this embodiment.

[0046] The method of this embodiment specifically includes:

[0047] 110. Generate a rotated line character training sample, wherein the rotated line character training sample includes: a rotated line character image and an expected character recognition result corresponding to the rotated line character image, and each character unit in the rotated line character image It is 90 degrees different from each character unit in the standard line character image;

[0048] In this embodim...

Embodiment 2

[0064] Figure 2a It is a flow chart of a method for generating an image character recognition model provided by Embodiment 2 of the present invention. This embodiment is optimized on the basis of the above-mentioned embodiments. In this embodiment, the specific optimization of generating the rotating line character training samples is as follows: obtaining the standard line character image in the standard line character image samples as the target operation image; according to the target Operate the marked position of each character unit in the image, cut the target operation image, and generate a set of character unit pictures corresponding to each character unit in the target operation image; The character unit picture is rotated 90 degrees; the rotated character unit picture is spliced ​​according to the cropping order to generate a rotated row character image; the rotated row character image generated according to the splicing, and the expected character corresponding to ...

Embodiment 3

[0083] Figure 3a It is a flowchart of a method for generating an image character recognition model provided by Embodiment 3 of the present invention. This embodiment is optimized on the basis of the above-mentioned embodiments. In this embodiment, the specific optimization of generating the rotating row character training samples is as follows: input the set character unit into the vertical character image generation tool to generate a standard vertical character image ; The standard vertical character image is rotated 90 degrees as a whole to generate a rotated row character image as the target operation image; the set character unit is used as the expected character recognition result of the target operation image to generate the rotation Line character training samples.

[0084] Correspondingly, the method in this embodiment specifically includes:

[0085] 310. Input the set character unit into the vertical character image generation tool to generate a standard vertical ...

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Abstract

The embodiment of the invention discloses an image character identification model generation and vertical column character image identification method and device. The image character identification model generation method comprises the steps that a rotation line character training sample is generated, wherein the rotation line character training sample includes a rotation line character image and an expected character identification result corresponding to the rotation line character image, and each character unit in the rotation line character image is different from each character unit in a standard line character image for 90 degrees; and a set neural network is trained by using the rotation line character training sample so that an image character identification model is generated. According to the technical scheme, the technical defects that the existing line character image is difficult to be directly utilized to train a vertical column character image identification can be overcome so that efficient identification of the vertical column characters can be realized.

Description

technical field [0001] Embodiments of the present invention relate to character recognition technology, and in particular to a method and device for generating an image character recognition model and recognizing a vertical character image. Background technique [0002] With the popularization of smart phones and portable devices, the use of OCR (Optical Character Recognition, Optical Character Recognition) is more common, it can be used to reduce or replace cumbersome text input, users only need to take an image containing text, OCR technology The text in the image can be automatically recognized for subsequent processing (for example: retrieval and translation, etc.). [0003] The traditional OCR technology includes two categories: the first category is to over-segment the text line to obtain several candidate text areas, and then analyze each candidate text area according to the trained word recognition engine (for example: convolutional neural network, etc.) Identify an...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/32G06K9/62G06V30/224
CPCG06V10/242G06F18/21G06V10/454G06V30/287G06V10/82G06V30/19173G06V30/224G06F18/24133G06T3/4046G06T3/60G06T11/60
Inventor 谢术富肖航
Owner BAIDU ONLINE NETWORK TECH (BEIJIBG) CO LTD
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