{"id":3276,"date":"2020-11-29T20:12:13","date_gmt":"2020-11-29T20:12:13","guid":{"rendered":"http:\/\/digitalscientists.com\/?post_type=case_studies&#038;p=3276"},"modified":"2024-06-13T07:50:40","modified_gmt":"2024-06-13T07:50:40","slug":"image-saliency-detection","status":"publish","type":"case-studies","link":"https:\/\/digitalscientists.com\/case-studies\/image-saliency-detection\/","title":{"rendered":"Image saliency detection"},"content":{"rendered":"\n\n<!-- Block Settings -->\n\n    <section id=\"case-study-header-block_7780b53738aa58868931efd723029b04\"\n             class=\" guttenberg-block case-study-header alignfull \"\n             style=\"background-color: #ffffff; color: #333;\"\n             data-color=\"#333\" data-bg=\"#ffffff\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        <div class=\"case-study-header__container \">\n                            <a style=\"color: #666666\" class=\"case-study-header__back-btn\" href=\"https:\/\/digitalscientists.com\/?page_id=11298\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                    <img decoding=\"async\" src=\"https:\/\/digitalscientists.com\/wp-content\/themes\/digital-scientists\/src\/assets\/icons\/grey-arrow-left.svg\" alt=\"arrow left\" \/>\n                    <span>OUR CASE STUDIES<\/span>\n                <\/a>\n                        <div class=\"case-study-header__content-wrapper\">\n                <div class=\"case-study-header__content with-media\">\n\n                    <h2 class=\"case-study-header__label\" style=\"color:#1310fa\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                        Image saliency detection                    <\/h2>\n\n                                            <div class=\"case-study-header__title section-title-h1-small\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                            <h1>Identify the most important objects in an image<\/h1>\n                        <\/div>\n                    \n                    \n                                            <div class=\"case-study-header__text\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                            <p>To improve personalization in its service offerings, a global leader in marketing automation asked us to create a way to identify the most salient visual elements, or focal points, within images across thousands of websites.<\/p>\n                        <\/div>\n                    \n                                            <div class=\"case-study-header__categories\" data-aos=\"fade\" data-aos-duration=\"1000\">\n\n                            AI                        <\/div>\n                    \n                <\/div>\n\n                                    <div class=\"case-study-header__media \" data-aos=\"fade\" data-aos-duration=\"1000\">\n                                                                                                                        <div class=\"video-wrapper video-wrapper--mp4\">\n                                        <div class=\"video-wrapper__overlay css-autoplay\" style=\"background-image: url('')\"><\/div>\n                                        <div class=\"video-wrapper__iframe\" data-autoplay=\"true\" data-url=\"https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/11\/ImageSaliency_gif_thumbnail.mp4\" data-set=\"mp4\"><\/div>\n                                    <\/div>\n                                                                                                        <\/div>\n                            <\/div>\n\n\n        <\/div>\n    <\/section>\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"full-width-bg-block_216eb7ed60cd088649a826037f8733be\"\n             class=\" guttenberg-block full-width-bg alignfull\"\n             style=\"background-color: #ffffff; color: #333;\"\n             data-color=\"#333\" data-bg=\"#ffffff\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        <div class=\"full-width-bg__container\">\n            \n\n<div class=\"wp-block-columns is-style-wide is-layout-flex wp-container-core-columns-is-layout-1 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:540px\">\n<h2 class=\"wp-block-heading has-option-default\">Machine learning helped us identify the most important objects.<\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:520px\">\n<p class=\"has-option-default\">To automatically identify the most relevant or salient visual elements within thousands of images, we used a process called image saliency, which enables its user to detect logos, branding, and other key design elements in websites. Image saliency detection can be used by marketers in AI-driven design automation to personalize marketing activities or to provide automated design services.<\/p>\n<\/div>\n<\/div>\n\n\n\n\n<!-- Block Settings -->\n\n<!-- Load values and handle defaults. -->\n\n    <style>\n        #spacer-new-block_8a64c04f4f16306092d5921e127f40a4 {\n            height: 200px;\n        }\n\n        @media(max-width: 782px) {\n            #spacer-new-block_8a64c04f4f16306092d5921e127f40a4 {\n                height: 150px;\n            }\n        }\n\n        @media(max-width: 560px) {\n            #spacer-new-block_8a64c04f4f16306092d5921e127f40a4 {\n                height: 100px;\n            }\n        }\n    <\/style>\n    <div id=\"spacer-new-block_8a64c04f4f16306092d5921e127f40a4\" class=\" guttenberg-block spacer-new alignfull\"\n         style=\"background-color: #ffffff; color: #333;\"\n         data-color=\"#333\" data-bg=\"#ffffff\"\n         data-new-color=\"\" data-new-bg=\"\"\n    ><\/div>\n\n\n        <\/div>\n    <\/section>\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"full-width-bg-block_216eb7ed60cd088649a826037f8733be\"\n             class=\" guttenberg-block full-width-bg alignfull\"\n             style=\"background-color: #ffffff; color: #333;\"\n             data-color=\"#333\" data-bg=\"#ffffff\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        <div class=\"full-width-bg__container\">\n            \n\r\n\r\n<!-- Block Settings -->\r\n\r\n    <div id=\"divider-block_8647286af640cc86e3e3312e58234238\" class=\"guttenberg-block divider alignnone\"\r\n         style=\"height: 2px; background-color: #e5e5e5;\"\r\n    ><\/div>\r\n\n\n\n<div class=\"wp-block-columns is-style-wide is-layout-flex wp-container-core-columns-is-layout-2 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading has-option-default\">Our role<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Research &amp; development<\/li>\n\n\n\n<li>Apply a pre-trained neural network model<\/li>\n\n\n\n<li>Develop neural network model<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading has-option-default\">Deliverables<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Create and train convolutional neural network (CNN)<\/li>\n\n\n\n<li>Crop an image without losing the main crux of the image<\/li>\n\n\n\n<li>Deliver trained neural network model<\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n\n\n\n<!-- Block Settings -->\n\n<!-- Load values and handle defaults. -->\n\n    <style>\n        #spacer-new-block_9dbef4f15c9de4181c6a7fb851000f52 {\n            height: 160px;\n        }\n\n        @media(max-width: 782px) {\n            #spacer-new-block_9dbef4f15c9de4181c6a7fb851000f52 {\n                height: 109px;\n            }\n        }\n\n        @media(max-width: 560px) {\n            #spacer-new-block_9dbef4f15c9de4181c6a7fb851000f52 {\n                height: 60px;\n            }\n        }\n    <\/style>\n    <div id=\"spacer-new-block_9dbef4f15c9de4181c6a7fb851000f52\" class=\" guttenberg-block spacer-new alignfull\"\n         style=\"background-color: #ffffff; color: #333;\"\n         data-color=\"#333\" data-bg=\"#ffffff\"\n         data-new-color=\"\" data-new-bg=\"\"\n    ><\/div>\n\n\n        <\/div>\n    <\/section>\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"full-width-bg-block_216eb7ed60cd088649a826037f8733be\"\n             class=\" guttenberg-block full-width-bg alignfull\"\n             style=\"background-color: #ffffff; color: #333;\"\n             data-color=\"#333\" data-bg=\"#ffffff\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        <div class=\"full-width-bg__container\">\n            \n\n<div class=\"wp-block-columns is-style-wide is-layout-flex wp-container-core-columns-is-layout-3 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image is-style-rounded\">\n<figure class=\"aligncenter size-full is-resized has-option-mb40\"><img loading=\"lazy\" decoding=\"async\" width=\"733\" height=\"491\" src=\"http:\/\/digitalscientists.com\/wp-content\/uploads\/2023\/01\/ImageSaliency_football.gif\" alt=\"\" class=\"wp-image-14517\" style=\"width:733px;height:491px\"\/><\/figure><\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-4 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:25%\"><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<p class=\"has-text-align-center has-option-default\">The saliency map above shows how a deep convolutional neural network (CNN) detects salient objects in an image. The first image is the \u201cinput.\u201d The second image is the \u201coutput.\u201d<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:25%\"><\/div>\n<\/div>\n\n\n\n\n<!-- Block Settings -->\n\n<!-- Load values and handle defaults. -->\n\n    <style>\n        #spacer-new-block_8a64c04f4f16306092d5921e127f40a4 {\n            height: 200px;\n        }\n\n        @media(max-width: 782px) {\n            #spacer-new-block_8a64c04f4f16306092d5921e127f40a4 {\n                height: 150px;\n            }\n        }\n\n        @media(max-width: 560px) {\n            #spacer-new-block_8a64c04f4f16306092d5921e127f40a4 {\n                height: 100px;\n            }\n        }\n    <\/style>\n    <div id=\"spacer-new-block_8a64c04f4f16306092d5921e127f40a4\" class=\" guttenberg-block spacer-new alignfull\"\n         style=\"background-color: #ffffff; color: #333;\"\n         data-color=\"#333\" data-bg=\"#ffffff\"\n         data-new-color=\"\" data-new-bg=\"\"\n    ><\/div>\n\n\n        <\/div>\n    <\/section>\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"full-width-bg-block_216eb7ed60cd088649a826037f8733be\"\n             class=\" guttenberg-block full-width-bg alignfull\"\n             style=\"background-color: #ffffff; color: #333;\"\n             data-color=\"#333\" data-bg=\"#ffffff\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        <div class=\"full-width-bg__container\">\n            \n\r\n\r\n<!-- Block Settings -->\r\n\r\n    <div id=\"divider-block_8647286af640cc86e3e3312e58234238\" class=\"guttenberg-block divider alignnone\"\r\n         style=\"height: 2px; background-color: #e5e5e5;\"\r\n    ><\/div>\r\n\n\n\n<div class=\"wp-block-columns is-style-wide is-layout-flex wp-container-core-columns-is-layout-5 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:520px\">\n<h2 class=\"wp-block-heading has-option-default\">Image saliency analysis<\/h2>\n\n\n\n<p class=\"has-option-default\">o analyze image saliency in each image, we applied a pre-trained machine learning model that could help us identify saliency data, brightness, ratio, and cropping guidelines.<\/p>\n\n\n\n<p class=\"has-option-default\">We used guiding questions, such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em>Can I put text or other assets on this part of the image?<\/em><\/li>\n\n\n\n<li><em>What is the primary focal point of the image?<\/em><\/li>\n\n\n\n<li><em>What is the ratio of this image?<\/em><\/li>\n\n\n\n<li><em>What is the brightness of the top section?<\/em><\/li>\n<\/ul>\n\n\n\n<p class=\"has-option-default\">Each image was analyzed using a deep convolutional network trained for saliency prediction. The resulting saliency data was then split into four quadrants, which were analyzed independently to provide a saliency rating from 0 to 1, where 1 is highly salient and 0 is low saliency. Lower saliency quadrants generally are better suited for asset overlays such as headings or logos.<\/p>\n\n\n\n<p class=\"has-option-default\">We also calculated primary and secondary focal points. Focal points can be used to influence overlay positions and provide image cropping guidelines.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:540px\"><div class=\"wp-block-image is-style-rounded\">\n<figure class=\"aligncenter size-full has-option-mb40\"><img loading=\"lazy\" decoding=\"async\" width=\"797\" height=\"959\" src=\"http:\/\/digitalscientists.com\/wp-content\/uploads\/2023\/01\/coding.gif\" alt=\"\" class=\"wp-image-14516\"\/><\/figure><\/div><\/div>\n<\/div>\n\n\n\n\n<!-- Block Settings -->\n\n<!-- Load values and handle defaults. -->\n\n    <style>\n        #spacer-new-block_8a64c04f4f16306092d5921e127f40a4 {\n            height: 200px;\n        }\n\n        @media(max-width: 782px) {\n            #spacer-new-block_8a64c04f4f16306092d5921e127f40a4 {\n                height: 150px;\n            }\n        }\n\n        @media(max-width: 560px) {\n            #spacer-new-block_8a64c04f4f16306092d5921e127f40a4 {\n                height: 100px;\n            }\n        }\n    <\/style>\n    <div id=\"spacer-new-block_8a64c04f4f16306092d5921e127f40a4\" class=\" guttenberg-block spacer-new alignfull\"\n         style=\"background-color: #ffffff; color: #333;\"\n         data-color=\"#333\" data-bg=\"#ffffff\"\n         data-new-color=\"\" data-new-bg=\"\"\n    ><\/div>\n\n\n        <\/div>\n    <\/section>\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"full-width-bg-block_216eb7ed60cd088649a826037f8733be\"\n             class=\" guttenberg-block full-width-bg alignfull\"\n             style=\"background-color: #ffffff; color: #333;\"\n             data-color=\"#333\" data-bg=\"#ffffff\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        <div class=\"full-width-bg__container\">\n            \n\r\n\r\n<!-- Block Settings -->\r\n\r\n    <div id=\"divider-block_8647286af640cc86e3e3312e58234238\" class=\"guttenberg-block divider alignnone\"\r\n         style=\"height: 2px; background-color: #e5e5e5;\"\r\n    ><\/div>\r\n\n\n\n<div class=\"wp-block-columns is-style-wide is-layout-flex wp-container-core-columns-is-layout-6 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:520px\">\n<h2 class=\"wp-block-heading has-option-default\">Client outcome \u2013 a machine learning model<\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:540px\">\n<p class=\"has-option-default\">Our client can now apply a machine learning model to detect logos, branding, and other key design elements within millions of websites to automate its design services and personalize its marketing activities.<\/p>\n<\/div>\n<\/div>\n\n\n        <\/div>\n    <\/section>\n\n\n\r\n\r\n<!-- Block Settings -->\r\n\r\n    <section id=\"featured-cta-block_aa519f37ef8f28fb5058b7a0403e4909\"\r\n             class=\" guttenberg-block featured-cta alignfull\"\r\n             style=\"background-color: #ffffff; color: #333;\"\r\n             data-color=\"#333\" data-bg=\"#ffffff\"\r\n             data-new-color=\"\" data-new-bg=\"\"\r\n    >\r\n        <div class=\"featured-cta__container\">\r\n\r\n                            <div class=\"featured-cta__title section-title\"><h2 class=\"h1\" data-inview=\"true\">Get started with machine learning today.<\/h2>\n<\/div>\r\n            \r\n                            <a class=\"featured-cs__btn btn  btn--dark\" href=\"\/contact\/\" target=\"_self\">\r\n                    <span>Let\u2019s talk<\/span>\r\n                    <span class=\"dec\"><\/span>\r\n                <\/a>\r\n            \r\n        <\/div>\r\n    <\/section>\r\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"next-page-block_9eb9fec12540f275d747547629fd7621\"\n             class=\"js-guttenberg-block guttenberg-block next-page alignfull\"\n             style=\"background-color: #ffffff; color: #333;\"\n             data-color=\"#333\" data-bg=\"#ffffff\"\n             data-new-color=\"#333\" data-new-bg=\"#f1f2ea\"\n    >\n        <div class=\"next-page__container\">\n\n                            <div class=\"next-page__label\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                    <h5>next case study<\/h5>\n                <\/div>\n            \n            <div class=\"next-page__content-wrap\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                                    <div class=\"next-page__title section-title\">\n                        <h2 style=\"text-align: center;\">Sentiment Analysis<\/h2>\n                    <\/div>\n                \n                                    <a class=\"next-page__btn arrow-btn  arrow-btn--dark\" href=\"\/case-studies\/sentiment-analysis\/\" target=\"_self\">\n                        <span class=\"dec\"><\/span>\n                    <\/a>\n                            <\/div>\n\n                            <div class=\"next-page__text\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                    <p>innovation research, machine learning, media \/ technology<\/p>\n                <\/div>\n            \n            \n                            <a class=\"next-page__additional-link\" style=\"color: #333333\"\n                   href=\"\/case-studies\/\"\n                   target=\"_self\"\n                   data-aos=\"fade\" data-aos-duration=\"1000\"\n                >\n                    view all                <\/a>\n            \n        <\/div>\n    <\/section>\n","protected":false},"featured_media":14519,"template":"","project_type":[157],"class_list":["post-3276","case-studies","type-case-studies","status-publish","has-post-thumbnail","hentry","project_type-ai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Image saliency detection - Digital Scientists<\/title>\n<meta name=\"description\" content=\"To improve personalization in its service offerings, a global leader in marketing automation asked us to create a way to identify the most salient visual elements within images across thousands of websites.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/digitalscientists.com\/case-studies\/image-saliency-detection\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Image saliency detection - Digital Scientists\" \/>\n<meta property=\"og:description\" content=\"To improve personalization in its service offerings, a global leader in marketing automation asked us to create a way to identify the most salient visual elements within images across thousands of websites.\" \/>\n<meta property=\"og:url\" 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