{"id":159,"date":"2024-06-15T11:10:31","date_gmt":"2024-06-15T11:10:31","guid":{"rendered":"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/"},"modified":"2024-06-15T11:10:31","modified_gmt":"2024-06-15T11:10:31","slug":"titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d","status":"publish","type":"post","link":"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/","title":{"rendered":"TiTok: Une M\u00e9thode IA Innovante pour Transformer les Images en S\u00e9quences Latentes 1D"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/oaidalleapiprodscus.blob.core.windows.net\/private\/org-PXteLUy4B6mslwRon6h7ri9z\/user-0jfma6aPNvZyLXZUbw4CmvZG\/img-Yig5duW5KiFNq6Qf0dmhaxUZ.png?st=2024-06-15T10%3A10%3A30Z&#038;se=2024-06-15T12%3A10%3A30Z&#038;sp=r&#038;sv=2023-11-03&#038;sr=b&#038;rscd=inline&#038;rsct=image\/png&#038;skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&#038;sktid=a48cca56-e6da-484e-a814-9c849652bcb3&#038;skt=2024-06-14T19%3A12%3A09Z&#038;ske=2024-06-15T19%3A12%3A09Z&#038;sks=b&#038;skv=2023-11-03&#038;sig=WN%2BRuXF46LK6wdHB4R9PFK1g\/EYVrdj7EPCxl3GA78M%3D\"><\/p>\n<p>Ces derni\u00e8res ann\u00e9es, la g\u00e9n\u00e9ration d&rsquo;images a fait des progr\u00e8s consid\u00e9rables gr\u00e2ce aux avanc\u00e9es des transformateurs et des mod\u00e8les de diffusion. Malgr\u00e9 le succ\u00e8s de ces m\u00e9thodes, les tokeniseurs d&rsquo;images pr\u00e9sentent des limites inh\u00e9rentes \u00e0 leur conception. Ils supposent que l&rsquo;espace latent doit conserver une structure 2D pour maintenir une correspondance directe entre les tokens latents et les segments d&rsquo;image.<\/p>\n<p>Un article r\u00e9cent d\u00e9crit trois approches pour la compr\u00e9hension et le traitement des images : la tokenisation des images, la tokenisation pour la compr\u00e9hension des images, et la g\u00e9n\u00e9ration d&rsquo;images. Les chercheurs de l&rsquo;Universit\u00e9 Technique de Munich et de ByteDance ont propos\u00e9 une approche innovante, le TiTok, qui tokenise les images en s\u00e9quences latentes 1D. Utilisant un encodeur ViT, un d\u00e9codeur ViT, et un quantificateur vectoriel, TiTok transforme les images en s\u00e9quences de tokens latents.<\/p>\n<p>TiTok montre son efficacit\u00e9 en g\u00e9n\u00e9ration d&rsquo;images en utilisant MaskGIT pour son cadre de g\u00e9n\u00e9ration. Cette m\u00e9thode permet une repr\u00e9sentation plus compacte et rapide, surpassant les m\u00e9thodes traditionnelles \u00e0 des r\u00e9solutions plus \u00e9lev\u00e9es. Par exemple, une image de 256&#215;256 pixels peut \u00eatre r\u00e9duite \u00e0 seulement 32 tokens discrets, am\u00e9liorant ainsi la vitesse de g\u00e9n\u00e9ration de mani\u00e8re significative.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Ces derni\u00e8res ann\u00e9es, la g\u00e9n\u00e9ration d&rsquo;images a fait des progr\u00e8s consid\u00e9rables gr\u00e2ce aux avanc\u00e9es des transformateurs et des mod\u00e8les de diffusion. Malgr\u00e9 le succ\u00e8s de ces m\u00e9thodes, les tokeniseurs d&rsquo;images pr\u00e9sentent des limites inh\u00e9rentes \u00e0 leur conception. Ils supposent que l&rsquo;espace latent doit conserver une structure 2D pour maintenir une correspondance directe entre les tokens [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-159","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>TiTok: Une M\u00e9thode IA Innovante pour Transformer les Images en S\u00e9quences Latentes 1D - IA &amp; TECHNOLOGIES<\/title>\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.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"TiTok: Une M\u00e9thode IA Innovante pour Transformer les Images en S\u00e9quences Latentes 1D - IA &amp; TECHNOLOGIES\" \/>\n<meta property=\"og:description\" content=\"Ces derni\u00e8res ann\u00e9es, la g\u00e9n\u00e9ration d&rsquo;images a fait des progr\u00e8s consid\u00e9rables gr\u00e2ce aux avanc\u00e9es des transformateurs et des mod\u00e8les de diffusion. Malgr\u00e9 le succ\u00e8s de ces m\u00e9thodes, les tokeniseurs d&rsquo;images pr\u00e9sentent des limites inh\u00e9rentes \u00e0 leur conception. Ils supposent que l&rsquo;espace latent doit conserver une structure 2D pour maintenir une correspondance directe entre les tokens [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/\" \/>\n<meta property=\"og:site_name\" content=\"IA &amp; TECHNOLOGIES\" \/>\n<meta property=\"article:published_time\" content=\"2024-06-15T11:10:31+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/oaidalleapiprodscus.blob.core.windows.net\/private\/org-PXteLUy4B6mslwRon6h7ri9z\/user-0jfma6aPNvZyLXZUbw4CmvZG\/img-Yig5duW5KiFNq6Qf0dmhaxUZ.png?st=2024-06-15T10%3A10%3A30Z&se=2024-06-15T12%3A10%3A30Z&sp=r&sv=2023-11-03&sr=b&rscd=inline&rsct=image\/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2024-06-14T19%3A12%3A09Z&ske=2024-06-15T19%3A12%3A09Z&sks=b&skv=2023-11-03&sig=WN%2BRuXF46LK6wdHB4R9PFK1g\/EYVrdj7EPCxl3GA78M%3D\" \/>\n<meta name=\"author\" content=\"m\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"m\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/\",\"url\":\"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/\",\"name\":\"TiTok: Une M\u00e9thode IA Innovante pour Transformer les Images en S\u00e9quences Latentes 1D - IA &amp; TECHNOLOGIES\",\"isPartOf\":{\"@id\":\"https:\/\/www.asm15.fr\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/oaidalleapiprodscus.blob.core.windows.net\/private\/org-PXteLUy4B6mslwRon6h7ri9z\/user-0jfma6aPNvZyLXZUbw4CmvZG\/img-Yig5duW5KiFNq6Qf0dmhaxUZ.png?st=2024-06-15T10%3A10%3A30Z&se=2024-06-15T12%3A10%3A30Z&sp=r&sv=2023-11-03&sr=b&rscd=inline&rsct=image\/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2024-06-14T19%3A12%3A09Z&ske=2024-06-15T19%3A12%3A09Z&sks=b&skv=2023-11-03&sig=WN%2BRuXF46LK6wdHB4R9PFK1g\/EYVrdj7EPCxl3GA78M%3D\",\"datePublished\":\"2024-06-15T11:10:31+00:00\",\"author\":{\"@id\":\"https:\/\/www.asm15.fr\/#\/schema\/person\/9e2a0039267955de05a7ce4282a905e6\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/#primaryimage\",\"url\":\"https:\/\/oaidalleapiprodscus.blob.core.windows.net\/private\/org-PXteLUy4B6mslwRon6h7ri9z\/user-0jfma6aPNvZyLXZUbw4CmvZG\/img-Yig5duW5KiFNq6Qf0dmhaxUZ.png?st=2024-06-15T10%3A10%3A30Z&se=2024-06-15T12%3A10%3A30Z&sp=r&sv=2023-11-03&sr=b&rscd=inline&rsct=image\/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2024-06-14T19%3A12%3A09Z&ske=2024-06-15T19%3A12%3A09Z&sks=b&skv=2023-11-03&sig=WN%2BRuXF46LK6wdHB4R9PFK1g\/EYVrdj7EPCxl3GA78M%3D\",\"contentUrl\":\"https:\/\/oaidalleapiprodscus.blob.core.windows.net\/private\/org-PXteLUy4B6mslwRon6h7ri9z\/user-0jfma6aPNvZyLXZUbw4CmvZG\/img-Yig5duW5KiFNq6Qf0dmhaxUZ.png?st=2024-06-15T10%3A10%3A30Z&se=2024-06-15T12%3A10%3A30Z&sp=r&sv=2023-11-03&sr=b&rscd=inline&rsct=image\/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2024-06-14T19%3A12%3A09Z&ske=2024-06-15T19%3A12%3A09Z&sks=b&skv=2023-11-03&sig=WN%2BRuXF46LK6wdHB4R9PFK1g\/EYVrdj7EPCxl3GA78M%3D\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\/\/www.asm15.fr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"TiTok: Une M\u00e9thode IA Innovante pour Transformer les Images en S\u00e9quences Latentes 1D\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.asm15.fr\/#website\",\"url\":\"https:\/\/www.asm15.fr\/\",\"name\":\"IA & TECHNOLOGIES\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.asm15.fr\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.asm15.fr\/#\/schema\/person\/9e2a0039267955de05a7ce4282a905e6\",\"name\":\"m\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/www.asm15.fr\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/6fe5cecb08501f51d81efa38bdd65daa775b9224f6dc9617c8615be766310093?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/6fe5cecb08501f51d81efa38bdd65daa775b9224f6dc9617c8615be766310093?s=96&d=mm&r=g\",\"caption\":\"m\"},\"sameAs\":[\"https:\/\/www.asm15.fr\"],\"url\":\"https:\/\/www.asm15.fr\/index.php\/author\/m\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"TiTok: Une M\u00e9thode IA Innovante pour Transformer les Images en S\u00e9quences Latentes 1D - IA &amp; TECHNOLOGIES","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.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/","og_locale":"fr_FR","og_type":"article","og_title":"TiTok: Une M\u00e9thode IA Innovante pour Transformer les Images en S\u00e9quences Latentes 1D - IA &amp; TECHNOLOGIES","og_description":"Ces derni\u00e8res ann\u00e9es, la g\u00e9n\u00e9ration d&rsquo;images a fait des progr\u00e8s consid\u00e9rables gr\u00e2ce aux avanc\u00e9es des transformateurs et des mod\u00e8les de diffusion. Malgr\u00e9 le succ\u00e8s de ces m\u00e9thodes, les tokeniseurs d&rsquo;images pr\u00e9sentent des limites inh\u00e9rentes \u00e0 leur conception. Ils supposent que l&rsquo;espace latent doit conserver une structure 2D pour maintenir une correspondance directe entre les tokens [&hellip;]","og_url":"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/","og_site_name":"IA &amp; TECHNOLOGIES","article_published_time":"2024-06-15T11:10:31+00:00","og_image":[{"url":"https:\/\/oaidalleapiprodscus.blob.core.windows.net\/private\/org-PXteLUy4B6mslwRon6h7ri9z\/user-0jfma6aPNvZyLXZUbw4CmvZG\/img-Yig5duW5KiFNq6Qf0dmhaxUZ.png?st=2024-06-15T10%3A10%3A30Z&se=2024-06-15T12%3A10%3A30Z&sp=r&sv=2023-11-03&sr=b&rscd=inline&rsct=image\/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2024-06-14T19%3A12%3A09Z&ske=2024-06-15T19%3A12%3A09Z&sks=b&skv=2023-11-03&sig=WN%2BRuXF46LK6wdHB4R9PFK1g\/EYVrdj7EPCxl3GA78M%3D","type":"","width":"","height":""}],"author":"m","twitter_card":"summary_large_image","twitter_misc":{"\u00c9crit par":"m","Dur\u00e9e de lecture estim\u00e9e":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/","url":"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/","name":"TiTok: Une M\u00e9thode IA Innovante pour Transformer les Images en S\u00e9quences Latentes 1D - IA &amp; TECHNOLOGIES","isPartOf":{"@id":"https:\/\/www.asm15.fr\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/#primaryimage"},"image":{"@id":"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/#primaryimage"},"thumbnailUrl":"https:\/\/oaidalleapiprodscus.blob.core.windows.net\/private\/org-PXteLUy4B6mslwRon6h7ri9z\/user-0jfma6aPNvZyLXZUbw4CmvZG\/img-Yig5duW5KiFNq6Qf0dmhaxUZ.png?st=2024-06-15T10%3A10%3A30Z&se=2024-06-15T12%3A10%3A30Z&sp=r&sv=2023-11-03&sr=b&rscd=inline&rsct=image\/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2024-06-14T19%3A12%3A09Z&ske=2024-06-15T19%3A12%3A09Z&sks=b&skv=2023-11-03&sig=WN%2BRuXF46LK6wdHB4R9PFK1g\/EYVrdj7EPCxl3GA78M%3D","datePublished":"2024-06-15T11:10:31+00:00","author":{"@id":"https:\/\/www.asm15.fr\/#\/schema\/person\/9e2a0039267955de05a7ce4282a905e6"},"breadcrumb":{"@id":"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/#primaryimage","url":"https:\/\/oaidalleapiprodscus.blob.core.windows.net\/private\/org-PXteLUy4B6mslwRon6h7ri9z\/user-0jfma6aPNvZyLXZUbw4CmvZG\/img-Yig5duW5KiFNq6Qf0dmhaxUZ.png?st=2024-06-15T10%3A10%3A30Z&se=2024-06-15T12%3A10%3A30Z&sp=r&sv=2023-11-03&sr=b&rscd=inline&rsct=image\/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2024-06-14T19%3A12%3A09Z&ske=2024-06-15T19%3A12%3A09Z&sks=b&skv=2023-11-03&sig=WN%2BRuXF46LK6wdHB4R9PFK1g\/EYVrdj7EPCxl3GA78M%3D","contentUrl":"https:\/\/oaidalleapiprodscus.blob.core.windows.net\/private\/org-PXteLUy4B6mslwRon6h7ri9z\/user-0jfma6aPNvZyLXZUbw4CmvZG\/img-Yig5duW5KiFNq6Qf0dmhaxUZ.png?st=2024-06-15T10%3A10%3A30Z&se=2024-06-15T12%3A10%3A30Z&sp=r&sv=2023-11-03&sr=b&rscd=inline&rsct=image\/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2024-06-14T19%3A12%3A09Z&ske=2024-06-15T19%3A12%3A09Z&sks=b&skv=2023-11-03&sig=WN%2BRuXF46LK6wdHB4R9PFK1g\/EYVrdj7EPCxl3GA78M%3D"},{"@type":"BreadcrumbList","@id":"https:\/\/www.asm15.fr\/index.php\/2024\/06\/15\/titok-une-methode-ia-innovante-pour-transformer-les-images-en-sequences-latentes-1d\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/www.asm15.fr\/"},{"@type":"ListItem","position":2,"name":"TiTok: Une M\u00e9thode IA Innovante pour Transformer les Images en S\u00e9quences Latentes 1D"}]},{"@type":"WebSite","@id":"https:\/\/www.asm15.fr\/#website","url":"https:\/\/www.asm15.fr\/","name":"IA & TECHNOLOGIES","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.asm15.fr\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":"Person","@id":"https:\/\/www.asm15.fr\/#\/schema\/person\/9e2a0039267955de05a7ce4282a905e6","name":"m","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/www.asm15.fr\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/6fe5cecb08501f51d81efa38bdd65daa775b9224f6dc9617c8615be766310093?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/6fe5cecb08501f51d81efa38bdd65daa775b9224f6dc9617c8615be766310093?s=96&d=mm&r=g","caption":"m"},"sameAs":["https:\/\/www.asm15.fr"],"url":"https:\/\/www.asm15.fr\/index.php\/author\/m\/"}]}},"_links":{"self":[{"href":"https:\/\/www.asm15.fr\/index.php\/wp-json\/wp\/v2\/posts\/159","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.asm15.fr\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.asm15.fr\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.asm15.fr\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.asm15.fr\/index.php\/wp-json\/wp\/v2\/comments?post=159"}],"version-history":[{"count":0,"href":"https:\/\/www.asm15.fr\/index.php\/wp-json\/wp\/v2\/posts\/159\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.asm15.fr\/index.php\/wp-json\/wp\/v2\/media?parent=159"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.asm15.fr\/index.php\/wp-json\/wp\/v2\/categories?post=159"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.asm15.fr\/index.php\/wp-json\/wp\/v2\/tags?post=159"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}