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Method and system for automatic selection of one or more image processing algorithm

An image processing and automatic selection technology, applied in the field of image processing, can solve the problems of unresolved internal image change challenges, system slowdown, etc.

Active Publication Date: 2014-12-03
TATA CONSULTANCY SERVICES LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

The main limitation of the traditional approach is that it involves human intervention which slows down the system and makes the end result sensitive to human perception
Although various methods exist for using machine learning methods to suggest suitable algorithms for image processing, these never address the challenges faced by internal image variations

Method used

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  • Method and system for automatic selection of one or more image processing algorithm
  • Method and system for automatic selection of one or more image processing algorithm
  • Method and system for automatic selection of one or more image processing algorithm

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Embodiment Construction

[0019] Systems and methods for automatically selecting one or more algorithms in an image processing environment are disclosed.

[0020] In one implementation, an image processing system includes a processor for executing a plurality of modules residing in the memory and a memory coupled to the processor. Multiple modules include: a receiving module, an image processing module, a comparing module, a recording module and a matching module. The receiving module is configured to receive at least one image. The image processing module is configured to segment the received image into a plurality of image segments. The image processing module is further configured to perform image processing on each image segment using one or more pre-stored algorithms from among the plurality of image processing algorithms in order to obtain the plurality of image processing algorithm outputs. In another aspect, the comparison module is configured to compare each image processing algorithm output...

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Abstract

Disclosed is a method and system for automatic algorithm selection for image processing. The invention discloses the method and system for automatically selecting the correct algorithm(s) for a varying requirement of the image for processing. The selection of algorithm is completely automatic and guided by a plurality of machine learning approaches. The system here is configured to pre-process plurality of images for creating a training data. Next, the test image is extracted, pre-processed and matched for assessing the best possible match of algorithm for processing.

Description

[0001] Cross References to Related Applications [0002] This patent application claims the benefit of Indian Patent Application No. 1840 / MUM / 2013 filed on May 24, 2013. technical field [0003] The inventive subject matter described herein relates generally to image processing, and more particularly to automatic selection of one or more image processing algorithms. Background technique [0004] Image processing involves the processing of images, such as photographs or video frames, to produce a processed image, or a set of features or parameters related to an image as the output of the processing. [0005] Processing of images can involve various tasks such as binarization, page segmentation, skew correction, symbol recognition and page layout analysis. These tasks can be accomplished by various conventional known algorithms available in the market. However, significant problems arise in internal image variations where a single algorithm may not produce acceptable or des...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/66G06T7/00G06V30/162G06V30/10
CPCG06K9/481G06K9/34G06K9/4652G06K9/66G06K9/38G06V30/10G06V30/162G06V30/18105
Inventor 塔努什亚姆·查托帕迪亚雅拉穆·温帕达·雷迪尤帕尔·加兰
Owner TATA CONSULTANCY SERVICES LTD
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