{"id":11083,"date":"2021-03-11T12:26:59","date_gmt":"2021-03-11T06:56:59","guid":{"rendered":"https:\/\/www.vue.ai\/blog\/?p=11083"},"modified":"2024-01-09T14:29:01","modified_gmt":"2024-01-09T08:59:01","slug":"automated-image-quality-moderation","status":"publish","type":"post","link":"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/","title":{"rendered":"How AI Helps Marketplaces Monetize Products Faster With Automated Image Quality Moderation"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_65 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<p class=\"ez-toc-title\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69f5f0660661d\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-69f5f0660661d\" checked aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#but-for-marketplaces-that-rely-on-third-party-images-things-just-arent-that-easy\" title=\"But for marketplaces that rely on third party images, things just aren\u2019t that easy.&nbsp;\">But for marketplaces that rely on third party images, things just aren\u2019t that easy.&nbsp;<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#scale-of-operations\" title=\"Scale of operations\">Scale of operations<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#the-fine-line-between-speed-and-quality\" title=\"The fine line between speed and quality&nbsp;&nbsp;\">The fine line between speed and quality&nbsp;&nbsp;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#the-benefits-of-visual-ai-enabled-image-quality-moderation\" title=\"The benefits of Visual AI-enabled image quality moderation\">The benefits of Visual AI-enabled image quality moderation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#commonly-used-image-guidelines\" title=\"Commonly used image guidelines&nbsp;\">Commonly used image guidelines&nbsp;<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Reading Time: <\/span> <span class=\"rt-time\">3<\/span> <span class=\"rt-label rt-postfix\">minutes<\/span><\/span>\n<p>Product images are the first thing shoppers look at when they land on a site. Its influence goes far beyond transactions, to perceived quality and brand image. Retailers understand this. Today, even start-up <a href=\"https:\/\/www.linkedin.com\/feed\/update\/urn:li:activity:6775350180922433537\" target=\"_blank\" rel=\"noreferrer noopener\">retail<\/a> brands invest a significant amount of resources to ensure product visualization on their sites is in line with brand guidelines.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"but-for-marketplaces-that-rely-on-third-party-images-things-just-arent-that-easy\"><\/span>But for marketplaces that rely on third party images, things just aren\u2019t that easy.&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"scale-of-operations\"><\/span>Scale of operations<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Vue.ai\u2019s long time customer and LATAM\u2019s largest marketplace Mercado Libre announced in their Q4 2020 earnings call that they deal with a gross merchandise volume of $6.6 billion. Items sold reached 229.4 million. Live listings offered on MercadoLibre&#8217;s marketplace reached 275.4 million. That\u2019s just mind blowing! Tata Cliq, another Vue.ai customer and omnichannel marketplace has over a million live products in their catalog.&nbsp;<\/p>\n\n\n\n<p>For the scale of operations that marketplaces need to deal with, manual image quality moderation is often inadequate. It is resource intensive, prone to mistakes and slows down the time taken to monetize a product.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"the-fine-line-between-speed-and-quality\"><\/span>The fine line between speed and quality&nbsp;&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Marketplaces walk a fine line- while image quality is as important to them as it is for a brand, the reality is that often compromises need to be made to get products online faster. Product images are submitted by thousands of vendors from different regions and the mammoth task of streamlining the entire process often leads to delays in product onboarding.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"the-benefits-of-visual-ai-enabled-image-quality-moderation\"><\/span>The benefits of Visual AI-enabled image quality moderation<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ol><li><strong>Real-time Automation<\/strong>. Visual AI platforms can completely automate an otherwise manual process. This results in savings in time and money. Vendors can receive immediate feedback on the images they have uploaded, in real-time.&nbsp;<\/li><\/ol>\n\n\n\n<ol start=\"2\"><li><strong>Quality and standardization<\/strong>. Errors and quality issues riddle mundane manual processes. In addition, teams often can not check each and every image submitted and simply do representative checks.&nbsp;<\/li><\/ol>\n\n\n\n<ol start=\"3\"><li><strong>Trainable systems<\/strong>. While many product image guidelines are similar across retailers, the benefit of Visual AI-based systems is that they can be easily trained to cater to guidelines that are unique to a marketplace.&nbsp;<\/li><\/ol>\n\n\n\n<ol start=\"4\"><li><strong>Automated feedback loops<\/strong>. AI-enabled systems learn from feedback. As a result, QA based corrections \/ reclassifications can be fed back into the system ensuring they are not repeated again.&nbsp;<\/li><\/ol>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"426\" src=\"https:\/\/www.vue.ai\/blog\/wp-content\/uploads\/2021\/03\/Image-Quality-moderation-with-Vue-ai.gif\" alt=\"\" class=\"wp-image-11103\"\/><figcaption>Visual AI can identify text on images<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"commonly-used-image-guidelines\"><\/span>Commonly used image guidelines&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Having worked with marketplaces around the globe, the guidelines for <a href=\"https:\/\/www.vue.ai\/solutions\/ai-product-imagery\/\">product imagery<\/a> are fairly consistent across regions. They largely fall into one of the below categories, all of which are supported by Vue.ai:&nbsp;<\/p>\n\n\n\n<ul><li>Text or watermark detection<\/li><li>Multi-object (homogenous and heterogenous) or single-object<\/li><li>Image ratio and resolution<\/li><li>File format<\/li><li>Nature &amp; quality of background<\/li><li>Blur detection<\/li><li>Presence of frames or borders<\/li><li>Nudity or sexually suggestive NSFW content<\/li><li>Objectionable symbols<\/li><li>Duplicate images<\/li><li>Mirror images of the same product<\/li><li>Human vs. Mannequin vs. Garment photos<\/li><li>Image- product title match<\/li><li>Fully visible product<\/li><\/ul>\n\n\n\n<p>The AI platform can be trained to identify additional guidelines in addition to the above.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-black-color has-luminous-vivid-amber-background-color has-text-color has-background\" href=\"https:\/\/www.vue.ai\/products\/image-moderation\/\" target=\"_blank\" rel=\"noreferrer noopener\">To know more about Vue.ai\u2019s image quality moderation solution, click here<\/a><\/div>\n<\/div>\n\n\n\n<p><em>Vue.ai works with a number of large omnichannel marketplaces like Mercado Libre, Hepsiburada, Tata Cliq, Shop Channel; fashion marketplaces like Namshi; and rental and resale marketplaces like ThredUp, Rent the Runway, Vestua, Depop. We understand the challenges of scale, unpredictable inventory and vendor onboarding. To talk to our retail experts please click on the Request Demo button<\/em> <em>on the top right corner of this page.<\/em><\/p>\n\n\n\n<p><strong>Read more about <a href=\"https:\/\/www.vue.ai\/products\/virtual-dressing-room\/\">Virtual dressing room<\/a><\/strong><\/p>\n\n\n\n<p><strong>Read More About<\/strong><a href=\"https:\/\/www.vue.ai\/industries\/ai-in-ecommerce\/\"><strong> Automated Catalog Management<\/strong><\/a><strong> Solution<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Reading Time: <\/span> <span class=\"rt-time\">3<\/span> <span class=\"rt-label rt-postfix\">minutes<\/span><\/span> Product images are the first thing shoppers look at when they land on a site. Its influence goes far beyond transactions, to perceived quality and brand image. Retailers understand this. Today, even start-up retail brands invest a significant amount of resources to ensure product visualization on their sites is in line with brand guidelines.&nbsp; But  &#8230;<\/p>\n","protected":false},"author":23,"featured_media":11225,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1162],"tags":[1266,594,1263,1264,1265,1267],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Here&#039;s Why Marketplaces Need Automated Image Quality Moderation<\/title>\n<meta name=\"description\" content=\"For the scale of operations that marketplaces need to deal with, manual image quality moderation is often inadequate. So how can AI help?\" \/>\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.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Here&#039;s Why Marketplaces Need Automated Image Quality Moderation\" \/>\n<meta property=\"og:description\" content=\"For the scale of operations that marketplaces need to deal with, manual image quality moderation is often inadequate. So how can AI help?\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/\" \/>\n<meta property=\"og:site_name\" content=\"Vue.ai Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/vueai\/\" \/>\n<meta property=\"article:published_time\" content=\"2021-03-11T06:56:59+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-01-09T08:59:01+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.vue.ai\/blog\/wp-content\/uploads\/2021\/03\/image-quality-moderation-for-marketplaces.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Vue.ai\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@vue_ai\" \/>\n<meta name=\"twitter:site\" content=\"@vue_ai\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Vue.ai\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/\"},\"author\":{\"name\":\"Vue.ai\",\"@id\":\"https:\/\/www.vue.ai\/blog\/#\/schema\/person\/c857ee9f2aa89f35076d1351270a6f24\"},\"headline\":\"How AI Helps Marketplaces Monetize Products Faster With Automated Image Quality Moderation\",\"datePublished\":\"2021-03-11T06:56:59+00:00\",\"dateModified\":\"2024-01-09T08:59:01+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/\"},\"wordCount\":604,\"publisher\":{\"@id\":\"https:\/\/www.vue.ai\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.vue.ai\/blog\/wp-content\/uploads\/2021\/03\/image-quality-moderation-for-marketplaces.jpg\",\"keywords\":[\"ai for marketplaces\",\"ai for retail\",\"automated image quality moderation\",\"image quality moderation\",\"marketplaces product images\",\"personalization for marketplaces\"],\"articleSection\":[\"AI in Retail\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/\",\"url\":\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/\",\"name\":\"Here's Why Marketplaces Need Automated Image Quality Moderation\",\"isPartOf\":{\"@id\":\"https:\/\/www.vue.ai\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.vue.ai\/blog\/wp-content\/uploads\/2021\/03\/image-quality-moderation-for-marketplaces.jpg\",\"datePublished\":\"2021-03-11T06:56:59+00:00\",\"dateModified\":\"2024-01-09T08:59:01+00:00\",\"description\":\"For the scale of operations that marketplaces need to deal with, manual image quality moderation is often inadequate. So how can AI help?\",\"breadcrumb\":{\"@id\":\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#primaryimage\",\"url\":\"https:\/\/www.vue.ai\/blog\/wp-content\/uploads\/2021\/03\/image-quality-moderation-for-marketplaces.jpg\",\"contentUrl\":\"https:\/\/www.vue.ai\/blog\/wp-content\/uploads\/2021\/03\/image-quality-moderation-for-marketplaces.jpg\",\"width\":1920,\"height\":1080},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Blog Home\",\"item\":\"https:\/\/www.vue.ai\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI in Retail\",\"item\":\"https:\/\/www.vue.ai\/blog\/.\/ai-in-retail\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"How AI Helps Marketplaces Monetize Products Faster With Automated Image Quality Moderation\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.vue.ai\/blog\/#website\",\"url\":\"https:\/\/www.vue.ai\/blog\/\",\"name\":\"Vue.ai Blog\",\"description\":\"All about retail, AI, and fashion.\",\"publisher\":{\"@id\":\"https:\/\/www.vue.ai\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.vue.ai\/blog\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.vue.ai\/blog\/#organization\",\"name\":\"Vue.ai\",\"url\":\"https:\/\/www.vue.ai\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.vue.ai\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/vue.ai\/blog\/wp-content\/uploads\/2020\/10\/Untitled-4-02.png\",\"contentUrl\":\"https:\/\/vue.ai\/blog\/wp-content\/uploads\/2020\/10\/Untitled-4-02.png\",\"width\":2501,\"height\":2500,\"caption\":\"Vue.ai\"},\"image\":{\"@id\":\"https:\/\/www.vue.ai\/blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/vueai\/\",\"https:\/\/x.com\/vue_ai\",\"https:\/\/www.instagram.com\/vue.ai\/\",\"https:\/\/www.linkedin.com\/company\/vue-ai\",\"https:\/\/www.youtube.com\/channel\/UC5L3NPDAvrW7D4huR_FmR6A\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.vue.ai\/blog\/#\/schema\/person\/c857ee9f2aa89f35076d1351270a6f24\",\"name\":\"Vue.ai\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.vue.ai\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/6d037918b2f85a31d6ed2f599046bbbd?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/6d037918b2f85a31d6ed2f599046bbbd?s=96&d=mm&r=g\",\"caption\":\"Vue.ai\"},\"description\":\"Vue.ai engineers bespoke AI transformation roadmaps for enterprises across industries. Retailers to resellers, auto-extracting data from files to extrapolating fashion styles, 150+ conglomerates in five continents recruit Vue.ai. How can we help yours?\",\"url\":\"https:\/\/www.vue.ai\/blog\/author\/vue-ai-staff\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Here's Why Marketplaces Need Automated Image Quality Moderation","description":"For the scale of operations that marketplaces need to deal with, manual image quality moderation is often inadequate. So how can AI help?","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.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/","og_locale":"en_US","og_type":"article","og_title":"Here's Why Marketplaces Need Automated Image Quality Moderation","og_description":"For the scale of operations that marketplaces need to deal with, manual image quality moderation is often inadequate. So how can AI help?","og_url":"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/","og_site_name":"Vue.ai Blog","article_publisher":"https:\/\/www.facebook.com\/vueai\/","article_published_time":"2021-03-11T06:56:59+00:00","article_modified_time":"2024-01-09T08:59:01+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/www.vue.ai\/blog\/wp-content\/uploads\/2021\/03\/image-quality-moderation-for-marketplaces.jpg","type":"image\/jpeg"}],"author":"Vue.ai","twitter_card":"summary_large_image","twitter_creator":"@vue_ai","twitter_site":"@vue_ai","twitter_misc":{"Written by":"Vue.ai","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#article","isPartOf":{"@id":"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/"},"author":{"name":"Vue.ai","@id":"https:\/\/www.vue.ai\/blog\/#\/schema\/person\/c857ee9f2aa89f35076d1351270a6f24"},"headline":"How AI Helps Marketplaces Monetize Products Faster With Automated Image Quality Moderation","datePublished":"2021-03-11T06:56:59+00:00","dateModified":"2024-01-09T08:59:01+00:00","mainEntityOfPage":{"@id":"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/"},"wordCount":604,"publisher":{"@id":"https:\/\/www.vue.ai\/blog\/#organization"},"image":{"@id":"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#primaryimage"},"thumbnailUrl":"https:\/\/www.vue.ai\/blog\/wp-content\/uploads\/2021\/03\/image-quality-moderation-for-marketplaces.jpg","keywords":["ai for marketplaces","ai for retail","automated image quality moderation","image quality moderation","marketplaces product images","personalization for marketplaces"],"articleSection":["AI in Retail"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/","url":"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/","name":"Here's Why Marketplaces Need Automated Image Quality Moderation","isPartOf":{"@id":"https:\/\/www.vue.ai\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#primaryimage"},"image":{"@id":"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#primaryimage"},"thumbnailUrl":"https:\/\/www.vue.ai\/blog\/wp-content\/uploads\/2021\/03\/image-quality-moderation-for-marketplaces.jpg","datePublished":"2021-03-11T06:56:59+00:00","dateModified":"2024-01-09T08:59:01+00:00","description":"For the scale of operations that marketplaces need to deal with, manual image quality moderation is often inadequate. So how can AI help?","breadcrumb":{"@id":"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#primaryimage","url":"https:\/\/www.vue.ai\/blog\/wp-content\/uploads\/2021\/03\/image-quality-moderation-for-marketplaces.jpg","contentUrl":"https:\/\/www.vue.ai\/blog\/wp-content\/uploads\/2021\/03\/image-quality-moderation-for-marketplaces.jpg","width":1920,"height":1080},{"@type":"BreadcrumbList","@id":"https:\/\/www.vue.ai\/blog\/ai-in-retail\/automated-image-quality-moderation\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Blog Home","item":"https:\/\/www.vue.ai\/blog\/"},{"@type":"ListItem","position":2,"name":"AI in Retail","item":"https:\/\/www.vue.ai\/blog\/.\/ai-in-retail\/"},{"@type":"ListItem","position":3,"name":"How AI Helps Marketplaces Monetize Products Faster With Automated Image Quality Moderation"}]},{"@type":"WebSite","@id":"https:\/\/www.vue.ai\/blog\/#website","url":"https:\/\/www.vue.ai\/blog\/","name":"Vue.ai Blog","description":"All about retail, AI, and fashion.","publisher":{"@id":"https:\/\/www.vue.ai\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.vue.ai\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.vue.ai\/blog\/#organization","name":"Vue.ai","url":"https:\/\/www.vue.ai\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.vue.ai\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/vue.ai\/blog\/wp-content\/uploads\/2020\/10\/Untitled-4-02.png","contentUrl":"https:\/\/vue.ai\/blog\/wp-content\/uploads\/2020\/10\/Untitled-4-02.png","width":2501,"height":2500,"caption":"Vue.ai"},"image":{"@id":"https:\/\/www.vue.ai\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/vueai\/","https:\/\/x.com\/vue_ai","https:\/\/www.instagram.com\/vue.ai\/","https:\/\/www.linkedin.com\/company\/vue-ai","https:\/\/www.youtube.com\/channel\/UC5L3NPDAvrW7D4huR_FmR6A\/"]},{"@type":"Person","@id":"https:\/\/www.vue.ai\/blog\/#\/schema\/person\/c857ee9f2aa89f35076d1351270a6f24","name":"Vue.ai","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.vue.ai\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/6d037918b2f85a31d6ed2f599046bbbd?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/6d037918b2f85a31d6ed2f599046bbbd?s=96&d=mm&r=g","caption":"Vue.ai"},"description":"Vue.ai engineers bespoke AI transformation roadmaps for enterprises across industries. Retailers to resellers, auto-extracting data from files to extrapolating fashion styles, 150+ conglomerates in five continents recruit Vue.ai. How can we help yours?","url":"https:\/\/www.vue.ai\/blog\/author\/vue-ai-staff\/"}]}},"_links":{"self":[{"href":"https:\/\/www.vue.ai\/blog\/wp-json\/wp\/v2\/posts\/11083"}],"collection":[{"href":"https:\/\/www.vue.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.vue.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.vue.ai\/blog\/wp-json\/wp\/v2\/users\/23"}],"replies":[{"embeddable":true,"href":"https:\/\/www.vue.ai\/blog\/wp-json\/wp\/v2\/comments?post=11083"}],"version-history":[{"count":17,"href":"https:\/\/www.vue.ai\/blog\/wp-json\/wp\/v2\/posts\/11083\/revisions"}],"predecessor-version":[{"id":16709,"href":"https:\/\/www.vue.ai\/blog\/wp-json\/wp\/v2\/posts\/11083\/revisions\/16709"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.vue.ai\/blog\/wp-json\/wp\/v2\/media\/11225"}],"wp:attachment":[{"href":"https:\/\/www.vue.ai\/blog\/wp-json\/wp\/v2\/media?parent=11083"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.vue.ai\/blog\/wp-json\/wp\/v2\/categories?post=11083"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.vue.ai\/blog\/wp-json\/wp\/v2\/tags?post=11083"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}