OPTIMIZATION OF ARTIFICIAL NEURAL NETWORK (ANN) CLASSIFICATION MODEL AND TRAINING DATA FOR APPROPRIATE MODEL BEHAVIOR

    公开(公告)号:US20220121929A1

    公开(公告)日:2022-04-21

    申请号:US17116080

    申请日:2020-12-09

    申请人: Wipro Limited

    IPC分类号: G06N3/08 G06F40/30 G06K9/62

    摘要: This disclosure relates to method and system for optimizing artificial neural network (ANN) classification model and training data thereof for appropriate model behavior. The method may include extracting entities and domain specific entities from the training data for each of classes of the ANN classification mode, determining model parameters of the ANN classification model based on the training data, determining missing data with respect to the training data or the model parameters based on the entities and the domain specific entities for each the classes, iteratively analysing a relative advantage of a modified ANN classification model with a modified training data with respect to the ANN classification model with the training data, and determining an optimized ANN classification model and an optimized training data for appropriate model behavior based on the iterative analysis. The modified data may be generated based on the missing data.

    METHOD AND DEVICE FOR DE-NOISING IMAGES
    2.
    发明申请

    公开(公告)号:US20190355099A1

    公开(公告)日:2019-11-21

    申请号:US16021288

    申请日:2018-06-28

    申请人: WIPRO LIMITED

    摘要: A method and device for removing noise from an image is disclosed. The method includes creating a single dimensional vector for an image through a multi-layer neural network. The method further includes converting the single dimensional vector into a multi-dimensional matrix based on number of layers in the multi-layer neural network. The method includes generating a feature hierarchy based on the multi-dimensional matrix, such that the feature hierarchy comprises a plurality of levels, and each level in the plurality of levels comprises at least one feature associated with the image. The method further includes creating a plurality of segments for the image based on the feature hierarchy, such that each of the plurality of segments includes a set of features associated with the image. The method includes removing each segment comprising noise from the plurality of segments to generate a de-noised image.

    SYSTEM AND METHOD FOR CREATING AND BUILDING A DOMAIN DICTIONARY

    公开(公告)号:US20180173696A1

    公开(公告)日:2018-06-21

    申请号:US15429536

    申请日:2017-02-10

    申请人: Wipro Limited

    IPC分类号: G06F17/27

    摘要: This disclosure relates to system and method for dynamically creating and building a domain dictionary. In one embodiment, the method comprises computing a syntactic similarity score, a usage similarity score, and a contextual similarity score for an input word with respect to each of a plurality of domain specific words in each of a plurality of existing domains. The method further comprises computing a weighted overall similarity score for the input word with respect to each of the plurality of domain specific words in each of the plurality of existing domains based on the syntactic similarity score, the usage similarity score, and the contextual similarity score. The method further comprises determining belongingness of the input word to each of the plurality of existing domains based on the weighted overall similarity score.

    Methods and Systems for Determining an Equipment Operation Based on Historical Operation Data

    公开(公告)号:US20170262297A1

    公开(公告)日:2017-09-14

    申请号:US15075449

    申请日:2016-03-21

    申请人: Wipro Limited

    IPC分类号: G06F9/445 G06F11/30 G06F11/34

    摘要: This disclosure relates generally to data processing, and more particularly, to methods and systems for determining an equipment operation based on historical data. In one embodiment, a hardware processor-implemented method for facilitating an operation of a device is provided. The method comprises: receiving an indication of an operation problem for a first device; acquiring historical operation data of a plurality of devices including the first device, the historical operation data including structured data and unstructured data; determining at least a list of first entities and a list of second entities based on the structured data; determining a set of entity associations, each entity association including at least one of the first entities and at least one of the second entities; determining one or more relationships between each of the entity associations; and determining, based on the one or more determined relationships, an operation solution to solve the operation problem.

    SYSTEM AND METHOD FOR RECONSTRUCTING AN IMAGE

    公开(公告)号:US20210303840A1

    公开(公告)日:2021-09-30

    申请号:US16858880

    申请日:2020-04-27

    申请人: Wipro Limited

    IPC分类号: G06K9/00 G06K9/34

    摘要: This disclosure relates generally to image processing, and more particularly to method and system for reconstructing an image. In one embodiment, the method includes pre-processing an input image to generate character images corresponding to characters in the input image, determining a local character thickness threshold value for each character image, determining a global character thickness threshold value for the input image based on the local character thickness threshold values for the character images, and reconstructing each character image based on the local character thickness threshold value for each character image and the global character thickness threshold value to generate reconstructed character images. The local character thickness threshold value in a character image may be based on a set of character pixel values in a pre-determined number of segments in the character image. The method further includes re-constructing the input image based on the reconstructed character images.

    METHODS AND SYSTEMS FOR CREATING NEW PRESENTATIONS USING EXISTING PRESENTATIONS

    公开(公告)号:US20180095945A1

    公开(公告)日:2018-04-05

    申请号:US15361574

    申请日:2016-11-28

    申请人: Wipro Limited

    摘要: A methods and system for creating a presentation is disclosed. The method includes gathering presentation requirements and configuration settings associated with the presentation requirements from a user. The method further includes identifying a plurality of existing slides satisfying the presentation requirements and the configuration settings gathered from the user. Confidence scores are thereafter computed for each of the plurality of existing slides across a plurality of categories. Thereafter, an overall confidence score for each of the plurality of existing slides is determined using: the confidence scores computed for each existing slide across the plurality of categories, weights associated with each of the plurality of categories, and a dynamicity index, when associated with an existing slide. One or more of the plurality of existing slides, for which overall confidence score is below a final associated threshold confidence score, are removed. Thereafter, a list of remaining existing slides is displayed to the user.

    METHOD AND SYSTEM FOR EVALUATING AN IMAGE QUALITY FOR OPTICAL CHARACTER RECOGNITION (OCR)

    公开(公告)号:US20210256284A1

    公开(公告)日:2021-08-19

    申请号:US16835017

    申请日:2020-03-30

    申请人: Wipro Limited

    IPC分类号: G06K9/03 G06K9/34

    摘要: The present subject matter is related in general to the field of image processing, disclosing method and system for evaluating an image quality for Optical Character Recognition (OCR) Image evaluation system receives image comprising optical character data. The image evaluation system determines image parameter value for each of one or more image parameters of the image. The image parameter value for each of the one or more image parameters is determined for plurality of binary image segments identified in the image. The image evaluation system determines suitability value and impact value of the image, based on the image parameter value for each of the image parameters determined for the image. The image evaluation system determines quality score for the image, based on the suitability value and the impact value. The image is transmitted for processing before the OCR, upon determining the quality score to be above overall pre-defined threshold value.

    SYSTEM AND METHOD FOR ALERTING A USER OF RISKS

    公开(公告)号:US20180365028A1

    公开(公告)日:2018-12-20

    申请号:US15667663

    申请日:2017-08-03

    申请人: WIPRO LIMITED

    摘要: In one embodiment, a system, comprising a processor and a memory, for alerting a user, is disclosed. The processor receives one or more sensor data. The processor further determines one or more environmental factors, a current activity of the user, one or more motion data and one or more objects in proximity to the user based on the one or more sensor data. The processor further generates an initial degree of safety for each of the one or more environmental factors, the current activity of the user, the one or more motion data of the electronic device and the one or more objects in proximity to the user based on dynamically adaptive thresholds. The processor further generates an aggregate degree of safety based on the initial degree of safety and one or more pre-defined rules. The processor further alerts the user based on the aggregate degree of safety.

    SYSTEM AND METHOD FOR DYNAMICALLY CREATING A DOMAIN ONTOLOGY

    公开(公告)号:US20180189284A1

    公开(公告)日:2018-07-05

    申请号:US15431797

    申请日:2017-02-14

    申请人: Wipro Limited

    摘要: This disclosure relates to system and method for dynamically creating a domain ontology. In one embodiment, the method comprises extracting a plurality of keywords from each of a plurality of syntactically valid sentences in an input document, determining a plurality of concepts from the plurality of keywords, determining a plurality of attributes for each of the plurality of concepts, and dynamically creating a domain ontology for at least one of the plurality of concepts based on the corresponding plurality of attributes. Each of the plurality of attributes comprises at least one of a property associated with a concept, a usage of a concept, a condition for a concept, a context associated with a concept, and a relationship among a set of concepts.