{"id":60927,"date":"2025-01-17T11:01:37","date_gmt":"2025-01-17T10:01:37","guid":{"rendered":"https:\/\/www.medienwerft.de\/uncategorized\/2025\/visual-search-segmentation-models\/"},"modified":"2026-05-06T13:04:56","modified_gmt":"2026-05-06T11:04:56","slug":"visual-search-segmentation-models","status":"publish","type":"post","link":"https:\/\/www.medienwerft.de\/en\/artificial-intelligence\/2025\/visual-search-segmentation-models\/","title":{"rendered":"Visual Search Segmentation Models"},"content":{"rendered":"<div class=\"block block--intro  bg--white\">\n\n\t\n\n\t<div class=\"container container--medium padding-bottom--big \">\n\t\t\n\t\t\n\t\t<div class=\"bg--white bg--light spacing\">\n\t\t\t<div class=\"container container--small\">\n\n\t\t\t\t\t\t\t\t\n\n\t\t\t\t\t\t\t\t\t<nav class=\"breadcrumbs\"><ol itemscope itemtype=\"https:\/\/schema.org\/BreadcrumbList\"><li itemprop=\"itemListElement\" itemscope itemtype=\"https:\/\/schema.org\/ListItem\"><span itemprop=\"name\"><span class=\"last\">Home<\/span><\/span><\/li><\/ol><\/nav>\t\t\t\t\n\n\t\t\t\t\t\t\t\t\t<div class=\"block--headline\">\n\t\t\t\t\t\t<div class=\"left\">\n\t\t\t\t\t\t\t<h1>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<span>More precision in visual search through targeted image sections: segmentation models in e-commerce<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h1>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\n\n\t\t\t\t<p>Visual search is no longer just a nice add-on, but is increasingly becoming an essential component of modern e-commerce platforms. Customers expect an uncomplicated yet precise way to search for products visually. This is not just about quickly identifying an item, but also about highlighting specific details in the images. This is exactly where segmentation models come into play, taking visual search to the next level.<\/p>\n\n\n\t\t\t\t\n\t\t\t\t\t<div class=\"flex flexgrid--gutter flex--wrap extra\">\n\t\t\t\t\t\t<div class=\"flex__item three-fifths xs-one-whole xs-order-9 \">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"flex__item two-fifths xs-one-whole xs-margin-bottom\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t<\/div>\n\n\t\n\t\t<div class=\"flex flex--column\">\n\t\t\t<div class=\"one-whole\">\n\t\t\t\t<div class=\"container container--small margin-bottom--small\">\n\t\t\t\t\t<p class=\"meta\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/category\/artificial-intelligence\/\">\n\t\t\t\t\t\t\t\t\t#ARTIFICIAL INTELLIGENCE\t\t\t\t\t\t\t\t<\/a>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t<span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t&dash; \t\t\t\t\t\t\t17. January 2025\t\n\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/p>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\n<\/div>\n\n<style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id80537_3f36c8-62{margin-top:0px;margin-bottom:0px;}.kb-row-layout-id80537_3f36c8-62 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id80537_3f36c8-62 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id80537_3f36c8-62 > .kt-row-column-wrap{column-gap:0px;row-gap:0px;max-width:962px;margin-left:auto;margin-right:auto;padding-top:25px;padding-right:25px;padding-bottom:50px;padding-left:25px;grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id80537_3f36c8-62{border-bottom:1px solid var(--custom-16);}.kb-row-layout-id80537_3f36c8-62{background-color:#ffffff;}.kb-row-layout-id80537_3f36c8-62 > .kt-row-layout-overlay{opacity:0.30;}.kb-row-layout-id80537_3f36c8-62{z-index:200;position:relative;}@media all and (max-width: 1024px){.kb-row-layout-id80537_3f36c8-62 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 1024px){.kb-row-layout-id80537_3f36c8-62{border-bottom:1px solid var(--custom-16);}}@media all and (max-width: 767px){.kb-row-layout-id80537_3f36c8-62 > .kt-row-column-wrap{row-gap:32px;padding-top:25px;padding-bottom:25px;grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id80537_3f36c8-62{border-bottom:1px solid var(--custom-16);}.kb-row-layout-id80537_3f36c8-62 > .kt-row-layout-overlay{opacity:0.00;}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id80537_3f36c8-62 alignfull kt-row-has-bg wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column80537_d15346-64 > .kt-inside-inner-col,.kadence-column80537_d15346-64 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column80537_d15346-64 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column80537_d15346-64 > .kt-inside-inner-col{flex-direction:column;}.kadence-column80537_d15346-64 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column80537_d15346-64 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column80537_d15346-64{position:relative;}@media all and (max-width: 1024px){.kadence-column80537_d15346-64 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column80537_d15346-64 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column80537_d15346-64\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-id80537_0e84b9-31 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id80537_0e84b9-31 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id80537_0e84b9-31 > .kt-row-column-wrap{column-gap:25px;row-gap:25px;max-width:1230px;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;grid-template-columns:minmax(0, calc(15% - ((25px * 1 )\/2)))minmax(0, calc(85% - ((25px * 1 )\/2)));}.kb-row-layout-id80537_0e84b9-31 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id80537_0e84b9-31 > .kt-row-column-wrap{grid-template-columns:repeat(2, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id80537_0e84b9-31 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id80537_0e84b9-31 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kb-theme-content-width\">\n<style>.kadence-column80537_40b13b-b1 > .kt-inside-inner-col{display:flex;}.kadence-column80537_40b13b-b1 > .kt-inside-inner-col,.kadence-column80537_40b13b-b1 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column80537_40b13b-b1 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column80537_40b13b-b1 > .kt-inside-inner-col{flex-direction:column;justify-content:flex-start;align-items:flex-start;}.kadence-column80537_40b13b-b1 > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column80537_40b13b-b1 > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column80537_40b13b-b1 > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column80537_40b13b-b1{align-self:flex-start;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_40b13b-b1{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_40b13b-b1 > .kt-inside-inner-col{flex-direction:column;justify-content:flex-start;}.kadence-column80537_40b13b-b1 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column80537_40b13b-b1{position:relative;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column80537_40b13b-b1{align-self:flex-start;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_40b13b-b1{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_40b13b-b1 > .kt-inside-inner-col{flex-direction:column;justify-content:flex-start;}}@media all and (max-width: 1024px){.kadence-column80537_40b13b-b1 > .kt-inside-inner-col{flex-direction:column;justify-content:flex-start;align-items:flex-start;}}@media all and (max-width: 767px){.kt-row-column-wrap > .kadence-column80537_40b13b-b1{align-self:flex-start;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_40b13b-b1{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_40b13b-b1 > .kt-inside-inner-col{flex-direction:column;justify-content:flex-start;}.kadence-column80537_40b13b-b1 > .kt-inside-inner-col{flex-direction:column;justify-content:flex-start;align-items:flex-start;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column80537_40b13b-b1\"><div class=\"kt-inside-inner-col\"><style>.kb-image80537_fe854e-99.kb-image-is-ratio-size, .kb-image80537_fe854e-99 .kb-image-is-ratio-size{max-width:125px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image80537_fe854e-99.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image80537_fe854e-99 .kb-image-is-ratio-size{align-self:unset;}.kb-image80537_fe854e-99{max-width:125px;}.image-is-svg.kb-image80537_fe854e-99{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image80537_fe854e-99 img{width:100%;}.kb-image80537_fe854e-99 .kb-image-has-overlay:after{opacity:0.3;}.kb-image80537_fe854e-99 img.kb-img, .kb-image80537_fe854e-99 .kb-img img{-webkit-mask-image:url(https:\/\/www.medienwerft.de\/wp-content\/plugins\/kadence-blocks\/includes\/assets\/images\/masks\/circle.svg);mask-image:url(https:\/\/www.medienwerft.de\/wp-content\/plugins\/kadence-blocks\/includes\/assets\/images\/masks\/circle.svg);-webkit-mask-size:auto;mask-size:auto;-webkit-mask-repeat:no-repeat;mask-repeat:no-repeat;-webkit-mask-position:center;mask-position:center;}@media all and (max-width: 767px){.kb-image80537_fe854e-99.kb-image-is-ratio-size, .kb-image80537_fe854e-99 .kb-image-is-ratio-size{max-width:64px;width:100%;}.kb-image80537_fe854e-99{max-width:64px;}}<\/style>\n<figure class=\"wp-block-kadence-image kb-image80537_fe854e-99 size-full kb-image-is-ratio-size\"><div class=\"kb-is-ratio-image kb-image-ratio-square\"><img loading=\"lazy\" decoding=\"async\" width=\"560\" height=\"560\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/andre-osyguss-mw.webp\" alt=\"-\" class=\"kb-img wp-image-67030\" srcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/andre-osyguss-mw.webp 560w, https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/andre-osyguss-mw-480x480.webp 480w, https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/andre-osyguss-mw-310x310.webp 310w, https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/andre-osyguss-mw-200x200.webp 200w, https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/07\/andre-osyguss-mw-40x40.webp 40w\" sizes=\"auto, (max-width: 560px) 100vw, 560px\" \/><\/div><\/figure>\n<\/div><\/div>\n\n\n<style>.kadence-column80537_d22307-f9 > .kt-inside-inner-col{display:flex;}.kadence-column80537_d22307-f9 > .kt-inside-inner-col,.kadence-column80537_d22307-f9 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column80537_d22307-f9 > .kt-inside-inner-col{row-gap:0px;column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column80537_d22307-f9 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}.kadence-column80537_d22307-f9 > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column80537_d22307-f9 > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column80537_d22307-f9 > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column80537_d22307-f9{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_d22307-f9{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_d22307-f9 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column80537_d22307-f9 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column80537_d22307-f9{position:relative;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column80537_d22307-f9{align-self:center;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_d22307-f9{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_d22307-f9 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 1024px){.kadence-column80537_d22307-f9 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}}@media all and (max-width: 767px){.kt-row-column-wrap > .kadence-column80537_d22307-f9{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_d22307-f9{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column80537_d22307-f9 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column80537_d22307-f9 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column80537_d22307-f9\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading80537_e71118-2c, .wp-block-kadence-advancedheading.kt-adv-heading80537_e71118-2c[data-kb-block=\"kb-adv-heading80537_e71118-2c\"]{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:20px;line-height:28px;font-weight:400;font-style:normal;font-family:'TodaySans Medium', Helvetica;}.wp-block-kadence-advancedheading.kt-adv-heading80537_e71118-2c mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading80537_e71118-2c[data-kb-block=\"kb-adv-heading80537_e71118-2c\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading80537_e71118-2c img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading80537_e71118-2c[data-kb-block=\"kb-adv-heading80537_e71118-2c\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading80537_e71118-2c, .wp-block-kadence-advancedheading.kt-adv-heading80537_e71118-2c[data-kb-block=\"kb-adv-heading80537_e71118-2c\"]{font-size:14px;line-height:21px;}}<\/style>\n<p class=\"kt-adv-heading80537_e71118-2c wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading80537_e71118-2c\">Andr\u00e9 Osygu\u00df<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading80537_507a1f-bf, .wp-block-kadence-advancedheading.kt-adv-heading80537_507a1f-bf[data-kb-block=\"kb-adv-heading80537_507a1f-bf\"]{padding-top:0px;padding-right:0px;padding-bottom:15px;padding-left:0px;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:20px;line-height:28px;font-weight:200;font-style:normal;font-family:'TodaySans Light', Helvetica;}.wp-block-kadence-advancedheading.kt-adv-heading80537_507a1f-bf mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading80537_507a1f-bf[data-kb-block=\"kb-adv-heading80537_507a1f-bf\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading80537_507a1f-bf img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading80537_507a1f-bf[data-kb-block=\"kb-adv-heading80537_507a1f-bf\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading80537_507a1f-bf wp-block-kadence-advancedheading has-custom-23-color has-text-color\" data-kb-block=\"kb-adv-heading80537_507a1f-bf\">Lead AI Solution Engineer<\/p>\n\n\n<style>.kt-svg-icons80537_5ef57c-6b .kt-svg-item-0 .kb-svg-icon-wrap{color:var(--global-palette4, #2D3748);font-size:50px;}.wp-block-kadence-icon.kt-svg-icons80537_5ef57c-6b{justify-content:flex-start;gap:10px;}<\/style>\n<div class=\"wp-block-kadence-icon kt-svg-icons kt-svg-icons80537_5ef57c-6b alignnone\"><style>.kt-svg-item-80537_24ff49-7a .kb-svg-icon-wrap, .kt-svg-style-stacked.kt-svg-item-80537_24ff49-7a .kb-svg-icon-wrap{color:#000000;font-size:24px;}.kt-svg-item-80537_24ff49-7a:hover .kb-svg-icon-wrap{color:#f99700;}<\/style>\n<div class=\"wp-block-kadence-single-icon kt-svg-style-default kt-svg-icon-wrap kt-svg-item-80537_24ff49-7a modal-trigger autor-formular-icon\"><a href=\"mailto:info@medienwerft.de\" class=\"kt-svg-icon-link\" aria-label=\"Kontakt aufnehmen\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_mail\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  role=\"img\"><title>Kontakt aufnehmen<\/title><path d=\"M4 4h16c1.1 0 2 .9 2 2v12c0 1.1-.9 2-2 2H4c-1.1 0-2-.9-2-2V6c0-1.1.9-2 2-2z\"\/><polyline points=\"22,6 12,13 2,6\"\/><\/svg><\/span><\/a><\/div>\n<\/div>\n\n\n<style>.kt-accordion-id80537_44a8fc-0f .kt-accordion-inner-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:10px;}.kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:0px solid transparent;border-bottom:0px solid transparent;border-left:0px solid transparent;padding-top:0px;padding-right:25px;padding-bottom:5px;padding-left:0px;}.kt-accordion-id80537_44a8fc-0f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header{border-top-color:var(--global-palette6, #718096);border-top-style:solid;border-right-color:var(--global-palette6, #718096);border-right-style:solid;border-bottom:2px solid #d9d9d9;border-left-color:var(--global-palette6, #718096);border-left-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;background:rgba(0,0,0,0);font-size:14px;line-height:22px;font-family:'TodaySans Medium', Helvetica;font-weight:400;text-transform:uppercase;color:#000000;padding-top:25px;padding-right:25px;padding-bottom:10px;padding-left:0px;}.kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap .kt-blocks-accordion-icon-trigger:before{background:#000000;}.kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner, .kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner h1, .kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner h2, .kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner h3, .kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner h4, .kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner h5, .kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner h6{color:var(--global-palette3, #1A202C);}.kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger{background:#000000;}.kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger:before{background:rgba(0,0,0,0);}.kt-accordion-id80537_44a8fc-0f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header:hover, \n\t\t\t\tbody:not(.hide-focus-outline) .kt-accordion-id80537_44a8fc-0f .kt-blocks-accordion-header:focus-visible{color:#f99700;background:rgba(0,0,0,0);border-top-color:var(--global-palette1, #3182CE);border-top-style:solid;border-right-color:var(--global-palette1, #3182CE);border-right-style:solid;border-bottom:2px solid #d9d9d9;border-left-color:var(--global-palette1, #3182CE);border-left-style:solid;}.kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:before, body:not(.hide-focus-outline) .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion--visible .kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:#f99700;}.kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger, body:not(.hide-focus-outline) .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger{background:#f99700;}.kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:before, body:not(.hide-focus-outline) .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:rgba(0,0,0,0);}.kt-accordion-id80537_44a8fc-0f .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible,\n\t\t\t\t.kt-accordion-id80537_44a8fc-0f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active{color:#000000;background:rgba(0,0,0,0);border-top-color:var(--global-palette2, #2B6CB0);border-top-style:solid;border-right-color:var(--global-palette2, #2B6CB0);border-right-style:solid;border-bottom:2px solid #d9d9d9;border-left-color:var(--global-palette2, #2B6CB0);border-left-style:solid;}.kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle )  > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:#000000;}.kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger{background:#000000;}.kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id80537_44a8fc-0f:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:rgba(0,0,0,0);}@media all and (max-width: 1024px){.kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:0px solid transparent;border-bottom:0px solid transparent;border-left:0px solid transparent;}}@media all and (max-width: 1024px){.kt-accordion-id80537_44a8fc-0f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header{border-top-color:var(--global-palette6, #718096);border-top-style:solid;border-right-color:var(--global-palette6, #718096);border-right-style:solid;border-bottom:2px solid #d9d9d9;border-left-color:var(--global-palette6, #718096);border-left-style:solid;}}@media all and (max-width: 1024px){.kt-accordion-id80537_44a8fc-0f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header:hover, \n\t\t\t\tbody:not(.hide-focus-outline) .kt-accordion-id80537_44a8fc-0f .kt-blocks-accordion-header:focus-visible{border-top-color:var(--global-palette1, #3182CE);border-top-style:solid;border-right-color:var(--global-palette1, #3182CE);border-right-style:solid;border-bottom:2px solid #d9d9d9;border-left-color:var(--global-palette1, #3182CE);border-left-style:solid;}}@media all and (max-width: 1024px){.kt-accordion-id80537_44a8fc-0f .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible,\n\t\t\t\t.kt-accordion-id80537_44a8fc-0f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:var(--global-palette2, #2B6CB0);border-top-style:solid;border-right-color:var(--global-palette2, #2B6CB0);border-right-style:solid;border-bottom:2px solid #d9d9d9;border-left-color:var(--global-palette2, #2B6CB0);border-left-style:solid;}}@media all and (max-width: 767px){.kt-accordion-id80537_44a8fc-0f .kt-accordion-inner-wrap{display:block;}.kt-accordion-id80537_44a8fc-0f .kt-accordion-inner-wrap .kt-accordion-pane:not(:first-child){margin-top:10px;}.kt-accordion-id80537_44a8fc-0f .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:0px solid transparent;border-bottom:0px solid transparent;border-left:0px solid transparent;}.kt-accordion-id80537_44a8fc-0f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header{border-top-color:var(--global-palette6, #718096);border-top-style:solid;border-right-color:var(--global-palette6, #718096);border-right-style:solid;border-bottom:2px solid #d9d9d9;border-left-color:var(--global-palette6, #718096);border-left-style:solid;font-size:18px;padding-top:20px;padding-bottom:20px;}.kt-accordion-id80537_44a8fc-0f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header:hover, \n\t\t\t\tbody:not(.hide-focus-outline) .kt-accordion-id80537_44a8fc-0f .kt-blocks-accordion-header:focus-visible{border-top-color:var(--global-palette1, #3182CE);border-top-style:solid;border-right-color:var(--global-palette1, #3182CE);border-right-style:solid;border-bottom:2px solid #d9d9d9;border-left-color:var(--global-palette1, #3182CE);border-left-style:solid;}.kt-accordion-id80537_44a8fc-0f .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible,\n\t\t\t\t.kt-accordion-id80537_44a8fc-0f > .kt-accordion-inner-wrap > .wp-block-kadence-pane > .kt-accordion-header-wrap > .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:var(--global-palette2, #2B6CB0);border-top-style:solid;border-right-color:var(--global-palette2, #2B6CB0);border-right-style:solid;border-bottom:2px solid #d9d9d9;border-left-color:var(--global-palette2, #2B6CB0);border-left-style:solid;}}<\/style>\n<div class=\"wp-block-kadence-accordion alignnone\"><div class=\"kt-accordion-wrap kt-accordion-id80537_44a8fc-0f kt-accordion-has-9-panes kt-active-pane-0 kt-accordion-block kt-pane-header-alignment-left kt-accodion-icon-style-arrow kt-accodion-icon-side-right\" style=\"max-width:none\"><div class=\"kt-accordion-inner-wrap\" data-allow-multiple-open=\"false\" data-start-open=\"none\">\n<div class=\"wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-6 kt-pane80537_bb9a11-1e\"><h2 class=\"kt-accordion-header-wrap\"><button class=\"kt-blocks-accordion-header kt-acccordion-button-label-show\" type=\"button\"><span class=\"kt-blocks-accordion-title-wrap\"><span class=\"kt-blocks-accordion-title\"><strong>Learn more about the author<\/strong><\/span><\/span><span class=\"kt-blocks-accordion-icon-trigger\"><\/span><\/button><\/h2><div class=\"kt-accordion-panel kt-accordion-panel-hidden\"><div class=\"kt-accordion-panel-inner\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id80537_03893b-6c{margin-top:0px;margin-bottom:0px;}.kb-row-layout-id80537_03893b-6c > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id80537_03893b-6c > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id80537_03893b-6c > .kt-row-column-wrap{column-gap:25px;row-gap:25px;max-width:1230px;padding-top:25px;padding-right:0px;padding-bottom:25px;padding-left:0px;grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id80537_03893b-6c{border-bottom:0px solid rgba(255,255,255,0);}.kb-row-layout-id80537_03893b-6c > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id80537_03893b-6c > .kt-row-column-wrap{padding-bottom:0px;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 1024px){.kb-row-layout-id80537_03893b-6c{border-bottom:0px solid rgba(255,255,255,0);}}@media all and (max-width: 767px){.kb-row-layout-id80537_03893b-6c > .kt-row-column-wrap{padding-top:25px;grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id80537_03893b-6c{border-bottom:0px solid rgba(255,255,255,0);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id80537_03893b-6c alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kt-inner-column-height-full kb-theme-content-width\">\n<style>.kadence-column80537_9fcb25-0c > .kt-inside-inner-col,.kadence-column80537_9fcb25-0c > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column80537_9fcb25-0c > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column80537_9fcb25-0c > .kt-inside-inner-col{flex-direction:column;}.kadence-column80537_9fcb25-0c > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column80537_9fcb25-0c > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column80537_9fcb25-0c{position:relative;}@media all and (max-width: 1024px){.kadence-column80537_9fcb25-0c > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column80537_9fcb25-0c > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column80537_9fcb25-0c\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading80537_6bce1b-d0, .wp-block-kadence-advancedheading.kt-adv-heading80537_6bce1b-d0[data-kb-block=\"kb-adv-heading80537_6bce1b-d0\"]{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:20px;line-height:28px;font-weight:200;font-style:normal;font-family:'TodaySans Light', Helvetica;color:var(--global-palette3, #1A202C);}.wp-block-kadence-advancedheading.kt-adv-heading80537_6bce1b-d0 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading80537_6bce1b-d0[data-kb-block=\"kb-adv-heading80537_6bce1b-d0\"] mark.kt-highlight{font-weight:normal;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading80537_6bce1b-d0 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading80537_6bce1b-d0[data-kb-block=\"kb-adv-heading80537_6bce1b-d0\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading80537_6bce1b-d0 wp-block-kadence-advancedheading has-theme-palette-3-color has-text-color\" data-kb-block=\"kb-adv-heading80537_6bce1b-d0\">Andr\u00e9 Osygu\u00df is a Solution Engineer at Medienwerft and the go-to person for anything related to artificial intelligence. Together with his colleagues at the FIS Group, Andr\u00e9 Osygu\u00df develops customized AI solutions and shows clients how to use them effectively.<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n<\/div><\/div>\n\n<div class=\"block block--text  bg--white\">\n\n\t<div class=\"container container--small no-pad no-pad\">\n\t\t\n\t\t<div class=\"\n\t\t\t\tp\"><h2>Why segmentation in visual search?<\/h2>\n<p>Traditionally, visual product searches are often based on the entire image. However, this approach has a decisive disadvantage: a photo often contains several products, backgrounds, accessories or decorative elements that are irrelevant for the actual search. This leads to blurred search results or even \u201cfalse positives\u201d.<\/p>\n<p>With segmentation models, a special application of artificial intelligence (AI) in the field of computer vision, individual objects or specific image areas can be automatically marked and separated from one another. Segmentation enables the user to click directly on an interesting image section and thus refine the search in a targeted manner &#8211; without being distracted by irrelevant image elements.<\/p>\n<\/div>\n\n\t<\/div>\n\n<\/div>\n\n<div class=\"block block--text  bg--white\">\n\n\t<div class=\"container container--small padding-top padding-bottom\">\n\t\t\n\t\t<div class=\"\n\t\t\t\tp\"><h2>How do segmentation models work?<\/h2>\n<p>Segmentation models are based on advanced deep learning architectures that analyze images down to the pixel. The aim is to assign each pixel to a specific class, such as \u201chandbag\u201d, \u201cshoe\u201d, \u201cbackground\u201d or \u201cdecorative element\u201d. The common methods can be divided into three broad categories:<\/p>\n<h4>1. Semantic segmentation:<\/h4>\n<p>Here, each pixel is assigned a category (class) without distinguishing between individual objects of the same class. Example: All pixels in an image that belong to a shoe are marked as such, but no distinction is made between two similar shoes in the image.<\/p>\n<h4>2. Instance segmentation:<\/h4>\n<p>This method goes one step further. In addition to identifying the category, each object is recognized individually. For example, two shoes of the same model in the image can be recognized and marked as separate instances. This is particularly interesting if customers want to target a specific example of a product in an image.<\/p>\n<h4>3. Panoptic segmentation:<\/h4>\n<p>A new approach that combines semantic and instance-based segmentation. All pixels are classified and the individual instances are worked out at the same time. The result is a complete understanding of the image scene.<\/p>\n<\/div>\n\n\t<\/div>\n\n<\/div>\n\n<div class=\"block block--text  bg--white\">\n\n\t<div class=\"container container--small no-pad padding-bottom\">\n\t\t\n\t\t<div class=\"\n\t\t\t\tp\"><h2>Practical example: Interactive visual search in e-commerce<\/h2>\n<p>Let&#8217;s imagine a customer sees various products in a mood image of a fashion campaign: A bag, shoes, a dress and accessories. However, the customer is only interested in the bag. With the help of a segmentation model, the user can simply click on the bag in the image with the cursor. The system automatically recognizes the outline and \u201csegments\u201d the object in order to search for similar products exclusively on the basis of this area.<\/p>\n<p>The result: instead of an imprecise search that also includes clothes, shoes or background objects in the results, the user is only presented with matching, visually similar bags. This leads to an enormous improvement in the user experience &#8211; the results are more relevant, the product selection is more accurate and the customer finds what he is looking for more quickly.<\/p>\n<h3><strong>Advantages for online retailers<\/strong><\/h3>\n<p>The integration of segmentation models into visual search has many advantages for e-commerce companies:<\/p>\n<p><strong><strong><span style=\"color: #f99700;\">\u2713<\/span> <\/strong>Higher conversion rate: <\/strong>the improved relevance of search results increases the likelihood that users will discover and purchase their desired product more quickly.<\/p>\n<p><strong><span style=\"color: #f99700;\">\u2713 <\/span>Reduced bounce rates: <\/strong>Frustrating, irrelevant search results are a common reason why customers leave the store. More precise results keep customers on the website for longer.<\/p>\n<p><strong><span style=\"color: #f99700;\">\u2713 <\/span>mproving the customer experience: <\/strong>An intuitive search function that \u201cintelligently\u201d adapts to the user&#8217;s needs strengthens trust in the store and increases brand loyalty.<\/p>\n<p><strong><span style=\"color: #f99700;\">\u2713 <\/span>Data-based recommendation management: <\/strong>The information gained from segmentation can also be used for personalized recommendations. Similar products can be suggested precisely based on the detail focused on by the customer.<\/p>\n<\/div>\n\n\t<\/div>\n\n<\/div>\n\n<div class=\"block block--text  bg--white\">\n\n\t<div class=\"container container--small no-pad no-pad\">\n\t\t\n\t\t<div class=\"\n\t\t\t\tp\"><h2>Technical implementation<\/h2>\n<p>In the field, modern deep learning frameworks such as TensorFlow or PyTorch and pre-trained models such as Mask R-CNN, U-Net, SAM or DETR are used. The challenges here lie in the quality of the training data and the performance of the system. A segmentation model must be able to analyze images in real time or at least very quickly in order to guarantee an appealing user experience.<\/p>\n<p>Optimizations such as transfer learning, GPU or TPU acceleration, efficient data transformation pipelines and continuous improvement through active learning processes are helpful here. In addition, e-commerce operators should prepare their catalog images in such a way that the models can be trained as easily as possible. Uniform backgrounds, clear product presentation and high-quality images significantly increase recognition performance.<\/p>\n<p>&nbsp;<\/p>\n<h3><span style=\"color: #f99700;\">Conclusion<\/span><br \/>\nSegmentation models as a game changer in visual product search<\/h3>\n<p>Image segmentation is a real game changer for visual search in e-commerce. Instead of settling for complete image sections, we give users the opportunity to determine for themselves which part of the image should be analyzed. This leads to more relevant recommendations, an improved customer experience and ultimately more sales.<\/p>\n<p>Our company specializes in AI-based e-commerce solutions and supports retailers in integrating innovative visual search features with the help of segmentation models. Together, we create a shopping experience that delights customers and secures competitive advantages in the long term.<\/p>\n<\/div>\n\n\t<\/div>\n\n<\/div>\n\n<div class=\"block block--about margin-bottom  bg--yellow\">\n\n\t<div class=\"container container--medium spacing js-fade js-fade-in\">\n\n\t\t<h3>MORE ABOUT US?<\/h3>\n<p>Find out everything you need to know about Medienwerft &#8211; experts in customer experience &amp; e-commerce IT for over 25 years &#8211; here:<\/p>\n\n\t\t\n\t\t\t<a href=\"\/en\/about-us\/\" target=\"\" class=\"btn btn--white\">\n\t\t\t\t\u00dcber uns\t\t\t<\/a>\n\n\t\t\n\t<\/div>\n\n<\/div>\n\n<div class=\"block block--teaser block--custom-teaser  bg--white\">\n\n\t<div class=\"container container--medium padding-top--big padding-bottom--big\">\n\n\t\t<div class=\"flex flexgrid--gutter flex--wrap  js-fade js-fade-in\">\n\n\t\t\n\t\t\n\t\t\t\t<div class=\"flex__item one-third md-one-half portrait-one-whole margin-bottom flex flex--column\">\n\n\t\t\t\t\t<h3>Previous post<\/h3>\n\n\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/cx\/2024\/european-accessibility-act-2025\/\" class=\"flex1 flex flex--column\">\n\t\t\t\t\t\t<span class=\"teaser__image\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span><img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/12\/blogbeitrag-barrierefreiheitsstaerkungsgesetz-2025-480x278.webp\"\n\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/12\/blogbeitrag-barrierefreiheitsstaerkungsgesetz-2025-800x463.webp 800w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/12\/blogbeitrag-barrierefreiheitsstaerkungsgesetz-2025-620x359.webp 620w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/12\/blogbeitrag-barrierefreiheitsstaerkungsgesetz-2025-620x359.webp 480w\" \n\t\t\t\t\t\t\t\t\talt=\"barrierfreiheitsst\u00e4rkungsgesetz 2025 - preview -blog\" \n\t\t\t\t\t\t\t\t\tsizes=\"(min:1201px) 480w, (max-width:640px) and (min-width:1200px) 46vw, 96vw\" loading=\"lazy\" \/>\n\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t<div class=\"teaser__inner flex flex--column flex1\">\n\t\t\t\t\t\t\t<div class=\"flex1\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"teaser__subtitle\">\n\t\t\t\t\t\t\t\t\t\t#CUSTOMER EXPERIENCE\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<h3>Accessibility Strengthening Act 2025<\/h3>\n\t\t\t\t\t\t\t\t<p>The Accessibility Strengthening Act comes into effect in 2025. All online shops must comply with the guidelines in perceivability, operability, understandability, and robustness. <\/p>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div><span class=\"btn btn--ghost\">\n\t\t\t\t\t\t\tLearn more\t\t\t\t\t\t\t<\/span><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\n\t\t\t\n\t\t\n\t\t\t\t<div class=\"flex__item one-third md-one-half portrait-one-whole margin-bottom flex flex--column\">\n\n\n\t\t\t\t\t<h3>Also interesting<\/h3>\n\n\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/ecommerce\/2024\/e-commerce-trends-2025\/\" class=\"flex1 flex flex--column\">\n\t\t\t\t\t\t<span class=\"teaser__image\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span><img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/10\/blogbeitrag-top-themen-2025-480x278.webp\"\n\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/10\/blogbeitrag-top-themen-2025-800x463.webp 800w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/10\/blogbeitrag-top-themen-2025-620x359.webp 620w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2024\/10\/blogbeitrag-top-themen-2025-620x359.webp 480w\" \n\t\t\t\t\t\t\t\t\talt=\"E-Commerce Trends 2025 - Blog - Preview Image\" \n\t\t\t\t\t\t\t\t\tsizes=\"(min:1201px) 480w, (max-width:640px) and (min-width:1200px) 46vw, 96vw\" loading=\"lazy\" \/>\n\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t<div class=\"teaser__inner flex flex--column flex1\">\n\t\t\t\t\t\t\t<div class=\"flex1\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"teaser__subtitle\">\n\t\t\t\t\t\t\t\t\t\t#E-COMMERCE IT\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<h3>E-Commerce Trends 2025<\/h3>\n\t\t\t\t\t\t\t\t<p>Digital over analog: E-commerce will ultimately surpass traditional retail in 2025. Competition for customers is therefore becoming increasingly fierce in both B2B and B2C \u2013 if you want to keep up, you need to constantly optimize your online store. We have identified the top 7 e-commerce trends that will give your store a decisive boost next year!<\/p>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div><span class=\"btn btn--ghost\">\n\t\t\t\t\t\t\tLearn more\t\t\t\t\t\t\t<\/span><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\n\t\t\n\t\t\n\t\t\t\t<div class=\"flex__item one-third md-one-half portrait-one-whole margin-bottom flex flex--column\">\n\n\t\t\t\t\t<h3>Next post<\/h3>\n\n\t\t\t\t\t<a href=\"https:\/\/www.medienwerft.de\/en\/news\/corporate-news\/2025\/dsag-event-cx-2025\/\" class=\"flex1 flex flex--column\">\n\t\t\t\t\t\t<span class=\"teaser__image\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span><img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/01\/blogbeitrag-DSAG-Fokustag-CX-2025-ankuendigung-480x278.webp\"\n\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/01\/blogbeitrag-DSAG-Fokustag-CX-2025-ankuendigung-800x463.webp 800w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/01\/blogbeitrag-DSAG-Fokustag-CX-2025-ankuendigung-620x359.webp 620w,\n\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/01\/blogbeitrag-DSAG-Fokustag-CX-2025-ankuendigung-620x359.webp 480w\" \n\t\t\t\t\t\t\t\t\talt=\"DSAG Event CX Fokustag 2025 hero preview\" \n\t\t\t\t\t\t\t\t\tsizes=\"(min:1201px) 480w, (max-width:640px) and (min-width:1200px) 46vw, 96vw\" loading=\"lazy\" \/>\n\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t<div class=\"teaser__inner flex flex--column flex1\">\n\t\t\t\t\t\t\t<div class=\"flex1\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"teaser__subtitle\">\n\t\t\t\t\t\t\t\t\t\t#MEDIENWERFT\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<h3>DSAG CX Focus Day 2025<\/h3>\n\t\t\t\t\t\t\t\t<p>Under the motto \u201cLet&#8217;s Go V2!\u201d, current SAP CX solutions will be presented &#8211; the ideal basis for an experience-based exchange.<\/p>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div><span class=\"btn btn--ghost\">\n\t\t\t\t\t\t\tLearn more\t\t\t\t\t\t\t<\/span><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\n\t\t\n\t\t<\/div>\n\n\t<\/div>\n\t\n<\/div>\n\n<div class=\"block block--lets-connect flex flex--column  bg--white no-pad padding-bottom--big top normal bottom\">\n\n\t<div class=\"connect__banner bg--white js-fade js-fade-in\">\n\t\t<p class=\"connect__tagline\">Let&#8217;s connect<\/p>\n\n\t\t\n\t\t\t<div class=\"connect__tagline-overlay hidden--sm\">\n\t\t\t\t<div class=\"container\">\n\t\t\t\t\t<h3>DO YOU HAVE ANY QUESTIONS?<br \/>\n<span class=\"orange\">CONTACT US!<\/span><\/h3>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<\/div>\n\n\n\t\n\t<div class=\"connect__contact js-fade js-fade-in\">\n\n\t\t\n\t\t\t<div class=\"headline-replacement-sm hidden text--center\">\n\t\t\t\t<div class=\"container\">\n\t\t\t\t\t<h3>DO YOU HAVE ANY QUESTIONS?<br \/>\n<span class=\"orange\">CONTACT US!<\/span><\/h3>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\n\t\t\n\t\t\t<div class=\"container\">\n\n\t\t\t\t\n\n\t\t\t\t<div class=\"flex flexgrid--gutter flex--wrap padding-top--small\">\n\t\t\t\t\t<div class=\"flex__item one-half md-one-whole\">\n\n\t\t\t\t\t\t<div class=\"flex\">\n\t\t\t\t\t\t\t<div class=\"flex__round\">\n\t\t\t\t\t\t\t\t<div class=\"object-fit-con\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/04\/frank-meier-xink-profilbild-rund-480x480.png\"\n\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/04\/frank-meier-xink-profilbild-rund.png 2x,\n\t\t\t\t\t\t\t\t\t\t\t\t\thttps:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/04\/frank-meier-xink-profilbild-rund-480x480.png 1x\"\n\t\t\t\t\t\t\t\t\t\t\talt=\"Frank Meier\" loading=\"lazy\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<div class=\"\">\n\t\t\t\t\t\t\t\t<div class=\"inner\">\n\t\t\t\t\t\t\t\t\t<p><strong>FRANK MEIER<\/strong><br \/>\nManaging Partner of Medienwerft<\/p>\n<p><a href=\"tel:+49403177990\" rel=\"nofollow\">040 317799-0<\/a><br \/>\n<a href=\"mailto:info@medienwerft.de\">info@medienwerft.de<\/a><\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.linkedin.com\/in\/frank-meier-843099a\/\" target=\"_blank\" class=\"connect__linkedin\" rel=\"nofollow noopener\">\n\t\t\t\t\t\t\t\t\t\t\t\t<svg height=\"72\" viewBox=\"0 0 72 72\" width=\"72\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><g fill=\"none\"><path d=\"M8,72 L64,72 C68.418278,72 72,68.418278 72,64 L72,8 C72,3.581722 68.418278,-8.11624501e-16 64,0 L8,0 C3.581722,8.11624501e-16 -5.41083001e-16,3.581722 0,8 L0,64 C5.41083001e-16,68.418278 3.581722,72 8,72 Z\" fill=\"#007EBB\"\/><path d=\"M62,62 L51.315625,62 L51.315625,43.8021149 C51.315625,38.8127542 49.4197917,36.0245323 45.4707031,36.0245323 C41.1746094,36.0245323 38.9300781,38.9261103 38.9300781,43.8021149 L38.9300781,62 L28.6333333,62 L28.6333333,27.3333333 L38.9300781,27.3333333 L38.9300781,32.0029283 C38.9300781,32.0029283 42.0260417,26.2742151 49.3825521,26.2742151 C56.7356771,26.2742151 62,30.7644705 62,40.051212 L62,62 Z M16.349349,22.7940133 C12.8420573,22.7940133 10,19.9296567 10,16.3970067 C10,12.8643566 12.8420573,10 16.349349,10 C19.8566406,10 22.6970052,12.8643566 22.6970052,16.3970067 C22.6970052,19.9296567 19.8566406,22.7940133 16.349349,22.7940133 Z M11.0325521,62 L21.769401,62 L21.769401,27.3333333 L11.0325521,27.3333333 L11.0325521,62 Z\" fill=\"#FFF\"\/><\/g><\/svg>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<\/div>\t\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div class=\"flex__item one-half md-one-whole\">\n\n\t\t\t\t\t\t<p><span data-teams=\"true\">\n\t\t\t\t\t\t<script>\n\t\t\t\t\t\t\twindow.hsFormsOnReady = window.hsFormsOnReady || [];\n\t\t\t\t\t\t\twindow.hsFormsOnReady.push(()=>{\n\t\t\t\t\t\t\t\thbspt.forms.create({\n\t\t\t\t\t\t\t\t\tportalId: 139748848,\n\t\t\t\t\t\t\t\t\tformId: \"cd85fe7a-37f1-4f9d-9009-0c8be7bd32f6\",\n\t\t\t\t\t\t\t\t\ttarget: \"#hbspt-form-1789043202000-0871171597\",\n\t\t\t\t\t\t\t\t\tregion: \"eu1\",\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t})});\n\t\t\t\t\t\t<\/script>\n\t\t\t\t\t\t<div class=\"hbspt-form\" id=\"hbspt-form-1789043202000-0871171597\"><\/div><\/span><\/p>\n\n\t\t\t\t\t<\/div>\n\n\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n\n\t\t\n\t<\/div>\n\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Image search is no longer just a nice add-on, but is increasingly becoming an essential component of modern e-commerce platforms.<\/p>\n","protected":false},"author":39,"featured_media":60907,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","footnotes":""},"categories":[554],"tags":[],"service-kategorie":[],"class_list":["post-60927","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"acf":[],"taxonomy_info":{"category":[{"value":554,"label":"#ARTIFICIAL INTELLIGENCE"}]},"featured_image_src_large":["https:\/\/www.medienwerft.de\/wp-content\/uploads\/2025\/01\/heroimage-blog-segmentierung-visual-search-desktop.webp",2560,896,false],"author_info":{"display_name":"Chiara Usczeck","author_link":"https:\/\/www.medienwerft.de\/en\/author\/cusczeck\/"},"comment_info":0,"category_info":[{"term_id":554,"name":"#ARTIFICIAL INTELLIGENCE","slug":"artificial-intelligence","term_group":0,"term_taxonomy_id":554,"taxonomy":"category","description":"Artificial intelligence is currently one of the hot topics. But what is behind it? How do the technologies work? And what options are there?\r\nFind out all this and more here:","parent":0,"count":18,"filter":"raw","cat_ID":554,"category_count":18,"category_description":"Artificial intelligence is currently one of the hot topics. But what is behind it? How do the technologies work? And what options are there?\r\nFind out all this and more here:","cat_name":"#ARTIFICIAL INTELLIGENCE","category_nicename":"artificial-intelligence","category_parent":0}],"tag_info":false,"_links":{"self":[{"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/posts\/60927","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/users\/39"}],"replies":[{"embeddable":true,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/comments?post=60927"}],"version-history":[{"count":13,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/posts\/60927\/revisions"}],"predecessor-version":[{"id":80583,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/posts\/60927\/revisions\/80583"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/media\/60907"}],"wp:attachment":[{"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/media?parent=60927"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/categories?post=60927"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/tags?post=60927"},{"taxonomy":"service-kategorie","embeddable":true,"href":"https:\/\/www.medienwerft.de\/en\/wp-json\/wp\/v2\/service-kategorie?post=60927"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}