{"id":580,"date":"2018-12-03T07:01:40","date_gmt":"2018-12-03T07:01:40","guid":{"rendered":"http:\/\/www.gyanvihar.org\/journals\/?p=580"},"modified":"2019-05-22T10:54:02","modified_gmt":"2019-05-22T10:54:02","slug":"image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning","status":"publish","type":"post","link":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/","title":{"rendered":"Image Generation Estimation &amp; Analysis under Gaussian And Poisson Noise Environment Using Machine Learning"},"content":{"rendered":"<p style=\"text-align: center;\"><strong><sup>1<\/sup>Aarti Khoda, <sup>2<\/sup>Priyanaka Punjabi<\/strong><\/p>\n<p style=\"text-align: center;\"><em><sup>1<\/sup>Suresh Gyan Vihar University, Jaipur,\u00a0<\/em><a href=\"mailto:Aarti25@gmail.com\"><em>Aarti25@gmail.com<\/em><em>, <\/em><\/a><\/p>\n<p style=\"text-align: center;\"><em><sup>2<\/sup>Suresh Gyan Vihar University, Jaipur, priyankapunjabi10@gmail.com<\/em><\/p>\n<p style=\"text-align: justify;\"><strong>Abstract: In this paper we are generating the image of numbers from one to five and predicting these numbers using machine learning tool. After predicting the or estimating the number we have choose second number and add the Gaussian noise in that number with two different amounts i.e. 5%, and 50 %.We have seen the effect of noise on the number image. The same experiment was repeated with the Poisson noise environment. Finally we compare between the images affected by Gaussian and Poisson noise.<\/strong><\/p>\n<p style=\"text-align: justify;\"><strong>Keywords: Artificial neural networks (ANN), Image processing, machine learning, neural networks, Hopfield network<\/strong><\/p>\n<p style=\"text-align: justify;\">I.\u00a0 INTRODUCTION<\/p>\n<p style=\"text-align: justify;\">Image processing is a method in which we extract the information from an image. There are several operations are perform on an image to extract the information. Image processing can be analog or digital. In analog processing we use photocopy, printing, fax, etc. In digital signal processing computer plays an important role in this process. So it always referred as digital image processing. Image processing mainly consist following steps.<\/p>\n<ul>\n<li style=\"text-align: justify;\">We have to require an image by any source like digital camera, scanner, etc.<\/li>\n<li style=\"text-align: justify;\">We perform the operation like digitalization of image, image enhancement, image compression etc.<\/li>\n<li style=\"text-align: justify;\">Get the processed image or output of image by which we made conclusion.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">II.\u00a0 INTENTION OF IMAGE PROCESSING<\/p>\n<p style=\"text-align: justify;\">There are several purposes of image processing. These are listed below<\/p>\n<ol style=\"text-align: justify;\">\n<li>Visualization &#8211; detect the substance which is invisible.<\/li>\n<li>Sharpening and reinstallation of image \u2013 It is used to extract a good quality image<\/li>\n<li>Image recovery \u2013 In the several images look for the required image<\/li>\n<li>Measurement of Image \u2013 dealing with different substance from an image.<\/li>\n<li>Image detection \u2013 differentiate the substance in an image.<\/li>\n<\/ol>\n<p style=\"text-align: justify;\">Fig 1 showing the complete view of image processing<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-598 aligncenter\" src=\"http:\/\/www.gyanvihar.org\/journals\/wp-content\/uploads\/2018\/12\/Untitled-26.jpg\" alt=\"\" width=\"562\" height=\"526\" \/><\/p>\n<p style=\"text-align: center;\">Fig.1 Various steps of image processing<\/p>\n<p style=\"text-align: left;\">III.\u00a0 MACHINE LEARNING<\/p>\n<p style=\"text-align: justify;\">Machine learning is a part of artificial intelligence (AI) in which system generates the ability to learn from the environment. This technique required computer programming along with statistical tools. In the machine learning process system adopts the information from the external world or from the previous experiences and then improves its own algorithms. It can work efficiently in highly fluctuating or dynamic environment. There are several techniques in machine learning, ANN is one of them. Here in this paper we are working on Hopfield neural networks.<\/p>\n<ul>\n<li>Hopfield neural networks :<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">Hopfield neural network is a type of artificial neural network which is discovered in1982 by Dr. John J. Hopfield. It consists of a single layer which contains one or more fully connected recurrent neurons. The application of Hopfield neural network is in character reorganization, pattern classification problems or in auto association optimization problems..<\/p>\n<p style=\"text-align: justify;\">In the Hopfield neural network the input vector and output vectors are in the discrete form. The input can be classified into binary (0,1) or bipolar (+1, -1) form.. The network has symmetrical weights with no self-connections i.e., wij = wji and wii = 0. Network architecture is shown in Fig 2.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-600 aligncenter\" src=\"http:\/\/www.gyanvihar.org\/journals\/wp-content\/uploads\/2018\/12\/Untitled-27.jpg\" alt=\"\" width=\"518\" height=\"415\" \/><\/p>\n<p style=\"text-align: center;\">Fig.2 Hopfield Network Architecture.<\/p>\n<p style=\"text-align: left;\">IV.\u00a0 CHARACTER REORGANIZATION.<\/p>\n<p style=\"text-align: justify;\">In this research work we have generated the numerical characters from 1 to 5. All these characters are the input of our program. These numbers were in\u00a0the form of vector. For the digital processing on these numbers we converted them into matrix data. The generated numbers are showing in Fig 3.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-602 aligncenter\" src=\"http:\/\/www.gyanvihar.org\/journals\/wp-content\/uploads\/2018\/12\/Capture-22.jpg\" alt=\"\" width=\"248\" height=\"221\" \/><\/p>\n<p style=\"text-align: justify;\">In the next stage we have apply the Hopfield network algorithms to predict the input characters. The output result is showing in Fig. 4<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-609 aligncenter\" src=\"http:\/\/www.gyanvihar.org\/journals\/wp-content\/uploads\/2018\/12\/Capture-23.jpg\" alt=\"\" width=\"263\" height=\"229\" \/><\/p>\n<p style=\"text-align: justify;\">By Fig.3 and Fig 4. We can say that Hopfield network is predicting the accurately in case of 1,3 and 4 but we are getting 2 as distorted and it is 3 to the number 5.<\/p>\n<p>Now here we have taken two category of analysis<\/p>\n<ul>\n<li>-1 : adding Gaussian noise<\/li>\n<li>Cat.-2: adding Poisson noise.<\/li>\n<\/ul>\n<p>In each category we have four cases<\/p>\n<ul>\n<li>Case-1 : adding 5% noise in the data<\/li>\n<li>Case -2: predict the result after adding 5% noise<\/li>\n<li>Case-1: adding 50% noise in the data<\/li>\n<li>Case -2: predict the result after adding 50% noise<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">The summary of all the results is shown in table-1<\/p>\n<p style=\"text-align: justify;\">By table-1 we can see that Gaussian noise is affecting more to the characters as compared to the Poisson noise. Similarly recovery of the image using machine learning is also providing the good result in all the cases. Little bit error is also associate here but still it s a good result.<\/p>\n<p style=\"text-align: justify;\">V. CONCLUSION<\/p>\n<p style=\"text-align: justify;\">Here in this paper we have seen the effect of Gaussian and Poisson noise over the different characters and we have predicted our result by using Hopfield network. We found satisfactory prediction of characters. Here we can also use various algorithms for the prediction.<\/p>\n<p>VI. REFERENCES<\/p>\n<ul>\n<li style=\"text-align: justify;\">Zhang, H. Wang, S. Liu and B. Xiao, &#8220;Deep Contextual Stroke Pooling for Scene Character Recognition,&#8221; in <em>IEEE Access<\/em>, vol. 6, pp. 16454-16463, 2018.<\/li>\n<li style=\"text-align: justify;\">A.Benafia, S. Mazouzi and S. Benafia, &#8220;Proposition of a graphic model with\u00a0features for hand written character\u00a0recognition,&#8221; <em>2017<\/em><\/li>\n<li style=\"text-align: justify;\">S. Pachpande and A. Chaudhari,\u00a0&#8220;Implementation of devanagri character\u00a0recognition system through pattern<br \/>\nrecognition techniques,&#8221; 2017\u00a0International Conference on Trends\u00a0in Electronics and Informatics\u00a0(ICEI), Tirunelveli, 2017, pp. 717-722.<\/li>\n<li style=\"text-align: justify;\">\u00a0K. Vijayalakshmi, S. Aparna, G. Gopal and\u00a0W. J. Hans, &#8220;Handwritten character\u00a0extraction,&#8221; 2017 International<br \/>\nConference on Wireless\u00a0Communications, Signal Processing\u00a0and Networking (WiSPNET), Chennai,<br \/>\n2017, pp. 1178-1181.<\/li>\n<li style=\"text-align: justify;\">S. K. Ingole and S. B. Gundre, &#8220;Characters\u00a0feature based Indian vehicle license plate\u00a0detection and\u00a0 ecognition,&#8221; 2017\u00a0International Conference on\u00a0Intelligent Computing and Control\u00a0(I2C2), Coimbatore, 2017, pp. 1-5<\/li>\n<li style=\"text-align: justify;\">R. Kajale, S. Das and P. Medhekar,\u00a0&#8220;Supervised machine learning in intelligent\u00a0character recognition of handwritten and\u00a0printed nameplate,&#8221; 2017 International\u00a0Conference on Advances in\u00a0Computing,\u00a0 ommunication and\u00a0Control (ICAC3), Mumbai, 2017, pp. 1-5<\/li>\n<li style=\"text-align: justify;\">A. Benafia, S. Mazouzi and S. Benafia,\u00a0&#8220;Proposition of a graphic model with\u00a0features for handwritten character<br \/>\nrecognition,&#8221; 2017 International\u00a0Conference on Engineering and\u00a0Technology (ICET), Antalya, 2017, pp.\u00a01-14.<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-621 aligncenter\" src=\"http:\/\/www.gyanvihar.org\/journals\/wp-content\/uploads\/2018\/12\/Capture-24.jpg\" alt=\"\" width=\"355\" height=\"321\" \/><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>1Aarti Khoda, 2Priyanaka Punjabi 1Suresh Gyan Vihar University, Jaipur,\u00a0Aarti25@gmail.com, 2Suresh Gyan Vihar University, Jaipur, priyankapunjabi10@gmail.com Abstract: In this paper we are generating the image of numbers from one to five and predicting these numbers using machine learning tool. After predicting the or estimating the number we have choose second number and add the Gaussian noise [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[26,32],"tags":[],"class_list":["post-580","post","type-post","status-publish","format-standard","hentry","category-international-journal-of-converging-technologies-management","category-volume-3-issue-2-2017"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>research journal - Research Journal<\/title>\n<meta name=\"description\" content=\"Image Generation Estimation &amp; Analysis Under Gaussian And Poisson Noise Environment Using Machine Learning Journal Written By Aarti Khoda.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Image Generation Estimation &amp; Analysis Journal | SGVU\" \/>\n<meta property=\"og:description\" content=\"Image Generation Estimation &amp; Analysis Under Gaussian And Poisson Noise Environment Using Machine Learning Journal Written By Aarti Khoda.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/\" \/>\n<meta property=\"og:site_name\" content=\"research journal\" \/>\n<meta property=\"article:published_time\" content=\"2018-12-03T07:01:40+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2019-05-22T10:54:02+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/www.gyanvihar.org\/journals\/wp-content\/uploads\/2018\/12\/Untitled-26.jpg\" \/>\n<meta name=\"author\" content=\"gyanvihar3\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Image Generation Estimation &amp; Analysis Journal | SGVU\" \/>\n<meta name=\"twitter:description\" content=\"Image Generation Estimation &amp; Analysis Under Gaussian And Poisson Noise Environment Using Machine Learning Journal Written By Aarti Khoda.\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"gyanvihar3\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/\",\"url\":\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/\",\"name\":\"Image Generation Estimation & Analysis Journal | SGVU\",\"isPartOf\":{\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/#primaryimage\"},\"thumbnailUrl\":\"http:\/\/www.gyanvihar.org\/journals\/wp-content\/uploads\/2018\/12\/Untitled-26.jpg\",\"datePublished\":\"2018-12-03T07:01:40+00:00\",\"dateModified\":\"2019-05-22T10:54:02+00:00\",\"author\":{\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/#\/schema\/person\/0fee890b071b4083d5422be043bb99e9\"},\"description\":\"Image Generation Estimation & Analysis Under Gaussian And Poisson Noise Environment Using Machine Learning Journal Written By Aarti Khoda.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/#primaryimage\",\"url\":\"https:\/\/www.gyanvihar.org\/journals\/uploads\/2018\/12\/Untitled-26.jpg\",\"contentUrl\":\"https:\/\/www.gyanvihar.org\/journals\/uploads\/2018\/12\/Untitled-26.jpg\",\"width\":562,\"height\":526},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.gyanvihar.org\/journals\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Image Generation Estimation &amp; Analysis under Gaussian And Poisson Noise Environment Using Machine Learning\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/#website\",\"url\":\"https:\/\/www.gyanvihar.org\/journals\/\",\"name\":\"research journal\",\"description\":\"Research Journal\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.gyanvihar.org\/journals\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/#\/schema\/person\/0fee890b071b4083d5422be043bb99e9\",\"name\":\"gyanvihar3\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/ea51e7e852346f1b6b7715e7b9b893df?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/ea51e7e852346f1b6b7715e7b9b893df?s=96&d=mm&r=g\",\"caption\":\"gyanvihar3\"},\"url\":\"https:\/\/www.gyanvihar.org\/journals\/author\/gyanvihar3\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"research journal - Research Journal","description":"Image Generation Estimation & Analysis Under Gaussian And Poisson Noise Environment Using Machine Learning Journal Written By Aarti Khoda.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/","og_locale":"en_US","og_type":"article","og_title":"Image Generation Estimation & Analysis Journal | SGVU","og_description":"Image Generation Estimation & Analysis Under Gaussian And Poisson Noise Environment Using Machine Learning Journal Written By Aarti Khoda.","og_url":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/","og_site_name":"research journal","article_published_time":"2018-12-03T07:01:40+00:00","article_modified_time":"2019-05-22T10:54:02+00:00","og_image":[{"url":"http:\/\/www.gyanvihar.org\/journals\/wp-content\/uploads\/2018\/12\/Untitled-26.jpg","type":"","width":"","height":""}],"author":"gyanvihar3","twitter_card":"summary_large_image","twitter_title":"Image Generation Estimation & Analysis Journal | SGVU","twitter_description":"Image Generation Estimation & Analysis Under Gaussian And Poisson Noise Environment Using Machine Learning Journal Written By Aarti Khoda.","twitter_misc":{"Written by":"gyanvihar3","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/","url":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/","name":"Image Generation Estimation & Analysis Journal | SGVU","isPartOf":{"@id":"https:\/\/www.gyanvihar.org\/journals\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/#primaryimage"},"image":{"@id":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/#primaryimage"},"thumbnailUrl":"http:\/\/www.gyanvihar.org\/journals\/wp-content\/uploads\/2018\/12\/Untitled-26.jpg","datePublished":"2018-12-03T07:01:40+00:00","dateModified":"2019-05-22T10:54:02+00:00","author":{"@id":"https:\/\/www.gyanvihar.org\/journals\/#\/schema\/person\/0fee890b071b4083d5422be043bb99e9"},"description":"Image Generation Estimation & Analysis Under Gaussian And Poisson Noise Environment Using Machine Learning Journal Written By Aarti Khoda.","breadcrumb":{"@id":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/#primaryimage","url":"https:\/\/www.gyanvihar.org\/journals\/uploads\/2018\/12\/Untitled-26.jpg","contentUrl":"https:\/\/www.gyanvihar.org\/journals\/uploads\/2018\/12\/Untitled-26.jpg","width":562,"height":526},{"@type":"BreadcrumbList","@id":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.gyanvihar.org\/journals\/"},{"@type":"ListItem","position":2,"name":"Image Generation Estimation &amp; Analysis under Gaussian And Poisson Noise Environment Using Machine Learning"}]},{"@type":"WebSite","@id":"https:\/\/www.gyanvihar.org\/journals\/#website","url":"https:\/\/www.gyanvihar.org\/journals\/","name":"research journal","description":"Research Journal","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.gyanvihar.org\/journals\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.gyanvihar.org\/journals\/#\/schema\/person\/0fee890b071b4083d5422be043bb99e9","name":"gyanvihar3","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.gyanvihar.org\/journals\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/ea51e7e852346f1b6b7715e7b9b893df?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/ea51e7e852346f1b6b7715e7b9b893df?s=96&d=mm&r=g","caption":"gyanvihar3"},"url":"https:\/\/www.gyanvihar.org\/journals\/author\/gyanvihar3\/"}]}},"_links":{"self":[{"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/posts\/580","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/comments?post=580"}],"version-history":[{"count":3,"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/posts\/580\/revisions"}],"predecessor-version":[{"id":2491,"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/posts\/580\/revisions\/2491"}],"wp:attachment":[{"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/media?parent=580"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/categories?post=580"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/tags?post=580"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}