{"id":198695,"date":"2026-07-10T05:29:16","date_gmt":"2026-07-10T09:29:16","guid":{"rendered":"https:\/\/innowise.com\/?post_type=case&#038;p=198695"},"modified":"2026-07-10T05:29:18","modified_gmt":"2026-07-10T09:29:18","slug":"breast-cancer-detection-with-federated-learning","status":"publish","type":"case","link":"https:\/\/innowise.com\/es\/case\/breast-cancer-detection-with-federated-learning\/","title":{"rendered":"Detecci\u00f3n del c\u00e1ncer de mama que preserva la privacidad mediante el aprendizaje federado"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"198695\" class=\"elementor elementor-198695\">\n\t\t\t\t<div class=\"elementor-element elementor-element-969550b e-flex e-con-boxed e-con e-parent\" data-id=\"969550b\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-9408021 e-con-full e-flex e-con e-child\" data-id=\"9408021\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e245689 elementor-widget elementor-widget-image\" data-id=\"e245689\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/07\/Log\u043e-for-review-2.svg\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-25bb822 elementor-widget__width-initial elementor-widget-tablet__width-initial elementor-widget elementor-widget-heading\" data-id=\"25bb822\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Collaborative mammography segmentation across three clinics<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-699e258 last-child-mb-0 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"699e258\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Innowise implemented a federated learning framework that enabled three clinics to collaboratively train a breast cancer detection model without sharing sensitive patient data.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1186a5d e-con-full e-flex e-con e-child\" data-id=\"1186a5d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0b8e255 elementor-widget elementor-widget-heading\" data-id=\"0b8e255\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Up to 68.6%<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23a1716 last-child-mb-0 elementor-widget elementor-widget-text-editor\" data-id=\"23a1716\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>improvement in segmentation AP<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-63615fe elementor-mobile-align-justify elementor-widget-mobile__width-inherit btn-min-320 elementor-widget elementor-widget-button\" data-id=\"63615fe\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#contact-form\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Partner with us<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f891463 e-con-full e-flex e-con e-child\" data-id=\"f891463\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2e39233 elementor-widget elementor-widget-html\" data-id=\"2e39233\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n.hero-info-card {\n    display: flex;\n    flex-direction: column;\n    color: #2e2e2e;\n    background-color: #FFFFFF;\n    width: 400px;\n}\n\n.hero-info-card__content {\n    display: flex;\n    flex-direction: column;\n    row-gap: 20px;\n    padding: 30px;\n    border-width: 0px 1px 1px 1px;\n    border-style: solid;\n    border-color: #999999;\n    min-height: 260px;\n    flex-grow: 1;\n}\n\n.hero-info-card__content-row {\n    display: grid;\n    grid-template-columns: 102px 1fr;\n    column-gap: 40px;\n}\n\n\nimg.hero-info-card__img {\n    display: flex;\n    object-fit: cover;\n    width: 100%;\n    height: auto;\n}\n\n.hero-info-card__param {\n    font-family: Karla;\n    font-weight: 600;\n    font-size: 16px;\n    line-height: 150%;\n\n    text-transform: uppercase;\n}\n\n.hero-info-card__value {\n    font-family: Karla;\n    font-weight: 400;\n    font-size: 16px;\n    line-height: 150%;\n}\n\n.hero-info-card__value a{\n    text-decoration: underline;\n}\n\n@media screen and (max-width:1279px) {\n    .hero-info-card {\n        display: grid;\n        grid-template-columns: 390px 1fr;\n\n        place-items: stretch;\n\n        width: 100%;\n    }\n    \n    .hero-info-card__content {\n        padding: 30px 175px 30px 30px;\n\n        border-width: 1px 0px 1px 0px;\n    }\n\n}\n\n\n@media screen and (max-width:840px) {\n    .hero-info-card__content {\n        padding: 30px;\n    }\n}\n\n\n@media screen and (max-width:780px) {\n    .hero-info-card {\n        grid-template-columns: 1fr 1fr;\n    }\n}\n\n\n\n\n@media screen and (max-width:767px) {\n    .hero-info-card {\n        display: flex;\n        flex-direction: column;\n\n        width: 100%;\n    }\n    \n    img.hero-info-card__img {\n        max-height: 300px;\n    }\n\n    \n    .hero-info-card__content {\n        padding: 20px 15px;\n\n        row-gap: 15px;\n        min-height: unset;\n        border-width: 0px 0px 1px 0px;\n    }\n    \n    .hero-info-card__param {\n        font-size: 14px;\n    }\n\n    .hero-info-card__value {\n        font-size: 14px;\n    }\n}\n<\/style>\n\n<div class=\"hero-info-card\">\n    <img decoding=\"async\" class=\"hero-info-card__img\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/07\/collaborative-mammography-segmentation.png\" alt=\"AI-powered mammography segmentation across three clinics using a privacy-preserving federated learning framework\" \/>\n    <div class=\"hero-info-card__content\">\n        <div class=\"hero-info-card__content-row\">\n            <span class=\"hero-info-card__param\">Industry<\/span>\n            <span class=\"hero-info-card__value\">Healthcare<\/span>\n        <\/div>\n        \n        <div class=\"hero-info-card__content-row\">\n            <span class=\"hero-info-card__param\">Employees<\/span>\n            <span class=\"hero-info-card__value\">3,500+<\/span>\n        <\/div>\n\n\n        <div class=\"hero-info-card__content-row\">\n            <span class=\"hero-info-card__param\">Region<\/span>\n            <span class=\"hero-info-card__value\">Europe<\/span>\n        <\/div>\n\n        <div class=\"hero-info-card__content-row\">\n            <span class=\"hero-info-card__param\">Services<\/span>\n            <span class=\"hero-info-card__value\">\n                <a href=\"\/ai\/development\/\">AI development<\/a>\n                <br\/>\n                <a href=\"\/ai\/computer-vision\/\">Computer vision<\/a>\n                <\/span>\n        <\/div>\n    <\/div>\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f111582 article-description e-con-full e-flex e-con e-parent\" data-id=\"f111582\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-46eb7dd author-article e-con-full e-flex e-con e-child\" data-id=\"46eb7dd\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fa4dfd8 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-html\" data-id=\"fa4dfd8\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n.section-bg--white, .section-bg--grey {\n    position: relative;\n}\n\n.section-bg--white::before, .section-bg--grey::before {\n    content:\"\";\n    position: absolute;\n    top: 0;\n    bottom: 0;\n    left:-100vw;\n    width: 300vw;\n}\n\n.section-bg--white::before {\n    background-color: #ffffff;\n}\n\n.section-bg--grey::before {\n    background-color: #FBFBFD;\n}\n\n\n.summarize_ai_button {\n    min-width:320px !important;\n    align-items: center;\n    justify-content: center;\n}\n\n@media (max-width: 767px) {\n    .summarize_ai_button {\n        width: 100% !important;\n        min-width: initial !important;\n    }\n}\n\n\n\/* hiding generic disclaimer for open cases *\/\n\/*.case-alert-wrapper {\n    display: none !important;\n}*\/\n<\/style>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f1cf8fb e-con-full section-bg--white e-flex e-con e-child\" data-id=\"f1cf8fb\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-eda6538 e-con-full e-flex e-con e-child\" data-id=\"eda6538\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d0ba822 elementor-widget-tablet__width-inherit elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"d0ba822\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Project overview<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0803e03 elementor-widget elementor-widget-shortcode\" data-id=\"0803e03\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">[summarize_button_ai]<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cad488b elementor-widget__width-inherit elementor-widget-tablet__width-inherit last-child-mb-0 elementor-widget elementor-widget-text-editor\" data-id=\"cad488b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Innowise initiated a federated learning project and engaged three hospitals to collaboratively develop a breast cancer detection and segmentation model. Since each hospital managed sensitive mammography data within its own secure environment, the project required a privacy-preserving approach that allowed joint AI training without exchanging patient records.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ec08c53 e-con-full e-flex e-con e-child\" data-id=\"ec08c53\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-50cb88a elementor-widget-tablet__width-inherit elementor-widget-mobile__width-inherit elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"50cb88a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Challenge<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dffdd8c elementor-widget elementor-widget-html\" data-id=\"dffdd8c\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\r\n.challenge-tabs {\r\n    display: flex;\r\n    flex-direction: column;\r\n\r\n    width: 100%;\r\n}\r\n\r\n.challenge-tab-container {\r\n    display: grid;\r\n    grid-template-columns: 1fr 1fr;\r\n\r\n    width: 100%;\r\n\r\n    place-items: stretch;\r\n}\r\n\r\n\r\n.challenge-tab-container button.challenge-tab-btn {\r\n    display: flex;\r\n\r\n    font-family: Sora;\r\n    font-weight: 400;\r\n    font-size: 24px;\r\n    line-height: 135%;\r\n\r\n    text-align: start;\r\n\r\n    cursor: pointer;\r\n\r\n    background-color: transparent;\r\n    color: #717171;\r\n    border: none;\r\n    border-bottom: 1px solid #999999;\r\n\r\n    padding: 0 40px 24px;\r\n    \r\n    border-radius: 0;\r\n    \r\n    \r\n    white-space: normal;\r\n    \r\n    transition: initial;\r\n}\r\n\r\n.challenge-tab-container button.challenge-tab-btn.challenge-tab-btn--active {\r\n    color: #2E2E2E;\r\n    border-bottom: 2px solid #C63031;\r\n\r\n    cursor: default;\r\n}\r\n\r\n.challenge-tab-content {\r\n    display: none;\r\n\r\n    flex-direction: column;\r\n    gap: 18px;\r\n\r\n    padding: 40px 40px 0 40px;\r\n    margin-left: 40px;\r\n    font-family: Karla;\r\n    font-weight: 400;\r\n    font-size: 22px;\r\n    line-height: 150%;\r\n}\r\n\r\n.challenge-tab-content.challenge-tab-content--active {\r\n    display: flex;\r\n    \/*padding: 40px 40px 0 40px;*\/\r\n    \/*margin-left: 40px;*\/\r\n}\r\n\r\n.challenge-tab-content>* {\r\n    margin: 0;\r\n}\r\n\r\n@media screen and (max-width:1023px){\r\n    .challenge-tab-container button.challenge-tab-btn{\r\n        padding: 0 30px 20px;\r\n    }\r\n    \r\n    .challenge-tab-content{\r\n        padding: 30px 30px 0 30px;\r\n        margin-left: 30px;\r\n    }\r\n}\r\n\r\n\r\n@media screen and (max-width:767px) {\r\n    .challenge-tab-content {\r\n        padding: 20px 0 0 20px;\r\n        margin-left: 0;\r\n        font-size: 16px;\r\n        gap: 16px;\r\n    }\r\n    \r\n    .challenge-tab-container button.challenge-tab-btn {\r\n        padding: 0 15px 15px;\r\n        font-size: 16px;\r\n    }\r\n}\r\n<\/style>\r\n\r\n<div class=\"challenge-tabs\">\r\n    <div class=\"challenge-tab-container\">\r\n        <button class=\"challenge-tab-btn challenge-tab-btn--active\">Business challenges<\/button>\r\n        <button class=\"challenge-tab-btn\">Technical challenges<\/button>\r\n    <\/div>\r\n    <div class=\"challenge-tab-content-container\">\r\n        <ul class=\"challenge-tab-content challenge-tab-content--active\">\r\n            <li><b>Healthcare data privacy.<\/b> The participating clinics wanted to collaborate on AI development without exposing sensitive patient imaging data outside their local infrastructure.<\/li>\r\n            <li><b>Regulatory and governance constraints.<\/b> The solution had to comply with strict healthcare privacy and regulatory requirements that limited centralized storage of medical images.<\/li>\r\n            <li><b>Scalable clinical collaboration.<\/b> The framework needed to support future collaboration between additional healthcare institutions without changing the privacy model.<\/li>\r\n        <\/ul>\r\n        \r\n        <ul class=\"challenge-tab-content\">\r\n            <li><b>Privacy-preserving distributed training.<\/b> The system required collaborative AI training across multiple clinics without transferring raw mammography data.<\/li>\r\n            <li><b>Secure model synchronization.<\/b> Only model parameters and updates could be exchanged between participants, while patient data had to remain within each clinic\u2019s local environment.<\/li>\r\n            <li><b>Heterogeneous datasets.<\/b> Different imaging distributions and case mixes across clinics created challenges for stable model training and optimization.<\/li>\r\n        <\/ul>\r\n    <\/div>\r\n<\/div>\r\n\r\n<script>\r\ndocument.addEventListener('DOMContentLoaded', () => {\r\n    const tabButtons = [...document.querySelectorAll(\".challenge-tabs .challenge-tab-btn\")];\r\n    const tabContents = [...document.querySelectorAll(\".challenge-tabs .challenge-tab-content\")];\r\n\r\n    const tabButtonActiveClass = \"challenge-tab-btn--active\"\r\n    const tabContentActiveClass = \"challenge-tab-content--active\"\r\n\r\n    const activateItem = (index) => {\r\n        tabButtons.forEach((item, itemIndex) => {\r\n            if (itemIndex === index) {\r\n                item.classList.add(tabButtonActiveClass);\r\n            } else {\r\n                item.classList.remove(tabButtonActiveClass);\r\n            }\r\n        });\r\n        \r\n        tabContents.forEach(\r\n            (itemDesc, itemDescIndex) => {\r\n                if (itemDescIndex === index) {\r\n                    itemDesc.classList.add(tabContentActiveClass);\r\n                } else {\r\n                    itemDesc.classList.remove(tabContentActiveClass);\r\n                }\r\n            }\r\n        );\r\n    }\r\n\r\n    tabButtons.forEach((item, index)=>{\r\n        item.addEventListener(\"click\", () => activateItem(index))\r\n    })\r\n})\r\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-98ac7d6 e-con-full e-flex e-con e-child\" data-id=\"98ac7d6\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5960d7a elementor-widget-tablet__width-inherit elementor-widget-mobile__width-inherit elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"5960d7a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Solution we delivered<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-85a32ef elementor-widget__width-inherit elementor-widget-tablet__width-inherit last-child-mb-0 elementor-widget elementor-widget-text-editor\" data-id=\"85a32ef\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Innowise implemented a privacy-preserving federated learning framework to train a shared breast cancer detection and segmentation model without transferring sensitive patient data outside local clinical systems.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a4ce714 e-con-full e-flex e-con e-child\" data-id=\"a4ce714\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1d57101 elementor-widget-tablet__width-inherit elementor-widget-mobile__width-inherit elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"1d57101\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">FEDERATED LEARNING ARCHITECTURE<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-868bddb elementor-widget__width-inherit elementor-widget-tablet__width-inherit last-child-mb-0 elementor-widget elementor-widget-text-editor\" data-id=\"868bddb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Instead of centralizing mammography images in a shared database, each clinic trained the model locally within its own secure infrastructure.<\/span><\/p><p><span style=\"font-weight: 400;\">During training, the system exchanged only model parameters and training updates through a centralized aggregation workflow. The aggregated updates were combined into an improved global model and then redistributed to all participating clinics during subsequent training cycles.<\/span><\/p><p><span style=\"font-weight: 400;\">This federated learning approach allowed the institutions to collaboratively improve model performance while preserving patient privacy and complying with healthcare governance requirements.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7aeabd9 elementor-widget elementor-widget-image\" data-id=\"7aeabd9\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/07\/federated-learning-workflow.png\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"federated-learning-workflow\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTk4NzA3LCJ1cmwiOiJodHRwczpcL1wvaW5ub3dpc2UuY29tXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI2XC8wN1wvZmVkZXJhdGVkLWxlYXJuaW5nLXdvcmtmbG93LnBuZyJ9\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"2000\" height=\"1412\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/07\/federated-learning-workflow.png\" class=\"attachment-full size-full wp-image-198707\" alt=\"Diagram showing a federated learning workflow for breast tumor segmentation\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/07\/federated-learning-workflow.png 2000w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/07\/federated-learning-workflow-300x212.png 300w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/07\/federated-learning-workflow-1024x723.png 1024w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/07\/federated-learning-workflow-768x542.png 768w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/07\/federated-learning-workflow-1536x1084.png 1536w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/07\/federated-learning-workflow-18x12.png 18w\" sizes=\"(max-width: 2000px) 100vw, 2000px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7656633 e-con-full e-flex e-con e-child\" data-id=\"7656633\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8517076 elementor-widget-tablet__width-inherit elementor-widget-mobile__width-inherit elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"8517076\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">MAMMOGRAPHY SEGMENTATION MODEL<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6b34e3d e-con-full e-flex e-con e-child\" data-id=\"6b34e3d\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-8714c80 e-con-full e-flex e-con e-child\" data-id=\"8714c80\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c4db460 elementor-widget__width-inherit elementor-widget-tablet__width-inherit last-child-mb-0 elementor-widget elementor-widget-text-editor\" data-id=\"c4db460\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The project used Mask R-CNN for:<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-88c0075 elementor-widget elementor-widget-html\" data-id=\"88c0075\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"results-case-ul one-row\">\n    <li>Breast lesion detection<\/li>\n    <li>Lesion localization<\/li>\n    <li>Pixel-level segmentation of mammography images<\/li>\n<\/ul>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13b8404 elementor-widget__width-inherit elementor-widget-tablet__width-inherit last-child-mb-0 elementor-widget elementor-widget-text-editor\" data-id=\"13b8404\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The model enabled the clinics to identify suspicious regions and generate detailed lesion segmentation masks that support downstream diagnostic workflows and improve interpretation consistency.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7590eaa e-con-full e-flex e-con e-child\" data-id=\"7590eaa\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e520758 elementor-widget__width-inherit elementor-widget-tablet__width-inherit last-child-mb-0 elementor-widget elementor-widget-text-editor\" data-id=\"e520758\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">To ensure stable collaborative learning across all participating institutions, Innowise standardized:<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9dcacb4 elementor-widget elementor-widget-html\" data-id=\"9dcacb4\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"results-case-ul one-row\">\n    <li>Model architecture<\/li>\n    <li>Training configurations<\/li>\n    <li>Preprocessing pipelines<\/li>\n    <li>Evaluation procedures<\/li>\n<\/ul>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c61dfd elementor-widget__width-inherit elementor-widget-tablet__width-inherit last-child-mb-0 elementor-widget elementor-widget-text-editor\" data-id=\"4c61dfd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">To improve model reliability across different clinical datasets, Innowise implemented data augmentation pipelines and class imbalance handling strategies to stabilize collaborative model training and reduce dataset bias. This helped the AI model better handle variations in mammography images, uneven distribution of cancer cases, and differences in imaging quality between clinics.<\/span><\/p><p><span style=\"font-weight: 400;\">All models were evaluated using a standardized shared evaluation protocol and a common benchmark test set, ensuring fair performance comparison<\/span><span style=\"font-weight: 400;\">.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8cf492d e-con-full e-flex e-con e-child\" data-id=\"8cf492d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5a31c57 elementor-widget-tablet__width-inherit elementor-widget-mobile__width-inherit elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"5a31c57\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">DISTRIBUTED TRAINING WORKFLOW<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-af88a09 e-con-full e-flex e-con e-child\" data-id=\"af88a09\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-552adf0 elementor-widget__width-inherit elementor-widget-tablet__width-inherit last-child-mb-0 elementor-widget elementor-widget-text-editor\" data-id=\"552adf0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Each clinic previously faced performance ceilings when training independently due to limited local data diversity and dataset bias.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">The federated learning process allowed each clinic to train the model independently on approximately<\/span><b> 3,500 local mammography images<\/b><span style=\"font-weight: 400;\"> while participating in a shared distributed learning cycle.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-38de7e2 e-con-full e-flex e-con e-child\" data-id=\"38de7e2\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a366269 elementor-widget__width-inherit elementor-widget-tablet__width-inherit last-child-mb-0 elementor-widget elementor-widget-text-editor\" data-id=\"a366269\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The workflow included:<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-733966a elementor-widget elementor-widget-html\" data-id=\"733966a\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"results-case-ul one-row\">\n    <li>Local model training at each clinic<\/li>\n    <li>Periodic synchronization of model updates<\/li>\n    <li>Centralized aggregation of learned parameters<\/li>\n    <li>Redistribution of the updated global model to participants<\/li>\n<\/ul>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d7de1c elementor-widget__width-inherit elementor-widget-tablet__width-inherit last-child-mb-0 elementor-widget elementor-widget-text-editor\" data-id=\"9d7de1c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">This approach facilitated collaborative AI training across<\/span><b> approximately 10,500 mammography images without creating<\/b><span style=\"font-weight: 400;\"> a centralized medical imaging repository.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e9036a5 e-con-full e-flex e-con e-child\" data-id=\"e9036a5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-959e8f9 elementor-widget-tablet__width-inherit elementor-widget-mobile__width-inherit elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"959e8f9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">PRIVACY-PRESERVING DATA RETENTION<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b3ed2d elementor-widget__width-inherit elementor-widget-tablet__width-inherit last-child-mb-0 elementor-widget elementor-widget-text-editor\" data-id=\"1b3ed2d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The project used a local-only data retention model, meaning that all mammography images remained within each clinic\u2019s secure environment throughout the entire training process.<\/span><\/p><p><span style=\"font-weight: 400;\">The system never transferred raw medical images between institutions. Only model parameters and training updates were exchanged during synchronization cycles.<\/span><\/p><p><span style=\"font-weight: 400;\">This architecture allowed the clinics to collaboratively train a shared AI model while maintaining full local control over sensitive patient data.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32cfbba elementor-widget elementor-widget-html\" data-id=\"32cfbba\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n.testim-container {\n    display: flex;\n    align-items: start;\n\n    gap: 20px;\n\n    width: 100%;\n\n    padding: 50px 50px 50px 30px;\n\n    color: #2e2e2e;\n\n    border: 1px solid transparent;\n\n    background:\n        linear-gradient(#fff, #fff) padding-box,\n        linear-gradient(93.93deg, #60B5FF 3.21%, #EB757C 96.79%) border-box;\n}\n\n\nimg.testim-icon {\n    display: flex;\n    width: 24px;\n    height: auto;\n\n    aspect-ratio: 1\/1;\n\n    flex-shrink: 0;\n}\n\n.testim-content {\n    display: flex;\n    flex-direction: column;\n\n    gap: 40px;\n}\n\np.testim-text {\n    font-family: Karla;\n    font-weight: 400;\n    font-size: 22px;\n    line-height: 150%;\n\n    margin: 0;\n}\n\n.testim__lower-part-container {\n    display: flex;\n    gap: 30px;\n    justify-content: space-between;\n}\n\n.testim-author__container {\n    display: flex;\n    gap: 20px;\n\n    align-items: center;\n}\n\nimg.testim-author__img {\n    display: flex;\n    flex-shrink: 0;\n}\n\n.testim-author__info {\n    display: flex;\n    flex-direction: column;\n    gap: 6px;\n}\n\n.testim-author__name {\n    font-family: Sora;\n    font-weight: 600;\n    font-size: 20px;\n    line-height: 140%;\n\n    margin: 0;\n}\n\n.testim-author__role {\n    font-family: Karla;\n    font-weight: 400;\n    font-size: 18px;\n    line-height: 150%;\n    color: #585858;\n    margin: 0;\n}\n\n.testim-author__header{\n    display: flex;\n    align-items: center;\n    gap: 15px;\n}\n\n.testim-author__header .author-linkedin{\n    display: flex;\n}\n\n.author-linkedin{\n    color: #999999;\n    transition: all 0.3s;\n}\n\n.author-linkedin:hover{\n    color: #2867B2;\n}\n\n.author-linkedin:active{\n    color: #1E5DA8;\n}\n\n@media screen and (max-width:767px) {\n    \n    .testim__lower-part-container {\n        display: flex;\n        flex-direction: column;\n    }\n    \n    .testim-author__container {\n        gap: 20px;\n    }\n\n    .testim-link-btn {\n        align-self: start;\n\n        font-size: 14px;\n    }\n    .testim-container {\n        flex-direction: column;\n        gap: 10px;\n\n        padding: 20px;\n    }\n\n    img.testim-icon {\n        width: 16px;\n    }\n\n    .testim-content {\n        gap: 20px;\n    }\n\n    p.testim-text {\n        font-size: 16px;\n    }\n\n    img.testim-author__img {\n        height: 60px;\n    }\n\n    .testim-author__name {\n        font-size: 16px;\n    }\n\n    .testim-author__role {\n        font-size: 14px;\n    }\n    \n    .testim-author__header{\n        gap: 10px;\n    }\n    \n    .author-linkedin svg{\n        width: 20px;\n        height: 20px;\n    }\n}\n<\/style>\n\n<div class=\"testim-container\">\n    <img decoding=\"async\"  class=\"testim-icon\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/10\/Frame-2131329670.svg\" alt=\"Quote icon\" \/>\n    <div class=\"testim-content\">\n        <p class=\"testim-text\">\n          One of the key goals of this project was to create a practical framework for collaborative clinical AI without centralized data sharing. The federated learning approach allowed the participating clinics to improve model quality across diverse mammography datasets while maintaining full local control over patient information.\n        <\/p>\n        <div  class=\"testim__lower-part-container\">\n            <div class=\"testim-author__container\">\n                <img decoding=\"async\" class=\"testim-author__img\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/07\/Photo-2.png\" alt=\"logo\"\/>\n                <div class=\"testim-author__info\">\n                    <span class=\"testim-author__name\">Hanna Karpenka<\/span>\n                    <span class=\"testim-author__role\">Scientific Consultant<\/span>\n                <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9c14a34 e-con-full section-bg--grey e-flex e-con e-child\" data-id=\"9c14a34\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ca0d791 elementor-widget-tablet__width-inherit elementor-widget-mobile__width-inherit elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"ca0d791\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Technologies<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e29135 elementor-widget elementor-widget-html\" data-id=\"2e29135\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\r\n  .tech-grid {\r\n    display: grid;\r\n\r\n    grid-template-columns: repeat(2, 1fr);\r\n    column-gap: 60px;\r\n    row-gap: 80px;\r\n  }\r\n\r\n  .tech-grid-item {\r\n    display: grid;\r\n    flex-direction: column;\r\n    grid-template-rows: subgrid;\r\n    grid-row: span 2;\r\n    gap: 20px;\r\n  }\r\n\r\n  .tech-grid-item__title-wrapper {\r\n    display: flex;\r\n    flex-direction: column;\r\n    padding-bottom: 20px;\r\n    border-bottom: 1px solid transparent;\r\n    border-image: linear-gradient(93.93deg, #60b5ff 3.21%, #eb757c 96.79%) 1\r\n      round;\r\n  }\r\n\r\n  h4.tech-grid-item__title {\r\n    font-family: Sora;\r\n    font-weight: 600;\r\n    font-size: 20px;\r\n    line-height: 135%;\r\n    margin: 0;\r\n    color: #2E2E2E;\r\n  }\r\n\r\n  p.tech-grid-item__techs {\r\n    font-family: Karla;\r\n    font-weight: 400;\r\n    font-size: 18px;\r\n    line-height: 150%;\r\n    margin: 0;\r\n    color: #2E2E2E;\r\n  }\r\n\r\n  @media screen and (max-width: 1024px) {\r\n    .tech-grid {\r\n      grid-template-columns: repeat(2, 1fr);\r\n      column-gap: 60px;\r\n      row-gap: 60px;\r\n    }\r\n  }\r\n\r\n  @media screen and (max-width: 767px) {\r\n    .tech-grid {\r\n      grid-template-columns: 1fr;\r\n      gap: 30px;\r\n    }\r\n\r\n    .tech-grid-item {\r\n      gap: 10px;\r\n    }\r\n\r\n    .tech-grid-item__title-wrapper {\r\n      padding-bottom: 10px;\r\n    }\r\n\r\n    h4.tech-grid-item__title {\r\n      font-size: 14px;\r\n      line-height: 120%;\r\n    }\r\n\r\n    p.tech-grid-item__techs {\r\n      font-size: 14px;\r\n      line-height: 150%;\r\n    }\r\n  }\r\n<\/style>\r\n\r\n<div class=\"tech-grid\">\r\n  <div class=\"tech-grid-item\">\r\n    <div class=\"tech-grid-item__title-wrapper\">\r\n      <h4 class=\"tech-grid-item__title\">AI & Machine Learning<\/h4>\r\n    <\/div>\r\n    <p class=\"tech-grid-item__techs\">\r\n      Federated Learning, Computer Vision, Medical Image Detection & Segmentation\r\n    <\/p>\r\n  <\/div>\r\n\r\n  <div class=\"tech-grid-item\">\r\n    <div class=\"tech-grid-item__title-wrapper\">\r\n      <h4 class=\"tech-grid-item__title\">Frameworks<\/h4>\r\n    <\/div>\r\n    <p class=\"tech-grid-item__techs\">\r\n      PyTorch, TensorFlow\r\n    <\/p>\r\n  <\/div>\r\n\r\n  <div class=\"tech-grid-item\">\r\n    <div class=\"tech-grid-item__title-wrapper\">\r\n      <h4 class=\"tech-grid-item__title\">Models<\/h4>\r\n    <\/div>\r\n    <p class=\"tech-grid-item__techs\">Mask R-CNN<\/p>\r\n  <\/div>\r\n\r\n  <div class=\"tech-grid-item\">\r\n    <div class=\"tech-grid-item__title-wrapper\">\r\n      <h4 class=\"tech-grid-item__title\">Distributed AI<\/h4>\r\n    <\/div>\r\n    <p class=\"tech-grid-item__techs\">\r\n     Distributed Training, Model Aggregation\r\n    <\/p>\r\n  <\/div>\r\n<\/div>\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a3eeb8c e-con-full section-bg--white e-flex e-con e-child\" data-id=\"a3eeb8c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-284d157 elementor-widget elementor-widget-html\" data-id=\"284d157\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"team-grid\">\n  <div class=\"team-title-wrapper\">\n    <h2 class=\"team-title\">Team<\/h2>\n  <\/div>\n\n  <div class=\"team-grid-item\">\n    <div class=\"team-grid-item__count\">\n      <img decoding=\"async\"\n        src=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/10\/Icon.svg\"\n        alt=\"Icon\"\n      \/>\n      <span>2<\/span>\n    <\/div>\n    <span class=\"team-grid-item__type\">ML engineers<\/span>\n  <\/div>\n  \n  <div class=\"team-grid-item\">\n    <div class=\"team-grid-item__count\">\n      <img decoding=\"async\"\n        src=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/10\/Icon.svg\"\n        alt=\"Icon\"\n      \/>\n      <span>1<\/span>\n    <\/div>\n    <span class=\"team-grid-item__type\">domain expert in biomedical imaging<\/span>\n  <\/div>\n<\/div>\n\n\n\n        \n<style>\n.team-grid {\n    display: grid;\n\n    width: 100%;\n\n   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flex;\n\n    width: 20px;\n    height: auto;\n    aspect-ratio: 1\/1;\n\n    flex-shrink: 0;\n}\n\n.team-grid-item__type {\n    font-family: Karla;\n    font-weight: 400;\n    font-size: 18px;\n    line-height: 150%;\n}\n\n@media screen and (max-width:780px) {\n    .team-grid-item {\n        padding: 30px;\n    }\n\n    .team-title-wrapper {\n        padding: 30px;\n        padding-left: 0;\n    }\n}\n\n@media screen and (max-width:767px) {\n\n    h2.team-title {\n        font-size: 24px;\n        line-height: 36px;\n        \n        margin: 0;\n    }\n\n    .team-grid {\n        grid-template-columns: repeat(2, 1fr);\n        gap: 10px;\n    }\n\n    .team-grid-item {\n        padding: 20px;\n    }\n\n    .team-title-wrapper {\n        padding: 0px;\n        grid-column: span 2;\n        margin-bottom: 20px;\n    }\n\n    .team-grid-item--placeholder {\n        display: none;\n    }\n\n    .team-grid-item__count > img {\n        width: 16px;\n    }\n    .team-grid-item__count > span {\n        font-size: 14px;\n        top: 0;\n    }\n\n    .team-grid-item__type {\n        font-size: 14px;\n    }\n}\n<\/style>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e63e34d elementor-widget elementor-widget-image\" data-id=\"e63e34d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1000\" height=\"400\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/10\/innowise-team.jpg\" class=\"attachment-full size-full wp-image-188146\" alt=\"Innowise team\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/10\/innowise-team.jpg 1000w, https:\/\/innowise.com\/wp-content\/uploads\/2025\/10\/innowise-team-300x120.jpg 300w, https:\/\/innowise.com\/wp-content\/uploads\/2025\/10\/innowise-team-768x307.jpg 768w, https:\/\/innowise.com\/wp-content\/uploads\/2025\/10\/innowise-team-18x7.jpg 18w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fb32db0 e-con-full e-flex e-con e-child\" data-id=\"fb32db0\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-399ea33 elementor-widget elementor-widget-html\" data-id=\"399ea33\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\nh2.results__title {\n    font-family: Sora;\n    font-weight: 400;\n    font-size: 36px;\n    line-height: 46px;\n\n    margin: 0;\n}\n\n\/*.results__title-wrapper {*\/\n\/*    display: flex;*\/\n\/*    gap: 30px;*\/\n\n\/*    align-items: center;*\/\n\/*    justify-content: space-between;*\/\n\n\/*    width: 100%;*\/\n\n\/*    border-bottom: 1px solid transparent;*\/\n\/*    border-image: linear-gradient(93.93deg, #60B5FF 3.21%, #EB757C 96.79%) 1 round; *\/\n\/*}*\/\n\n.results__title-wrapper {\n    display: flex;\n    gap: 30px;\n    align-items: center;\n    justify-content: space-between;\n    width: 100%;\n    border-style: solid;\n    border-width: 0 0 1px 0;\n    \n    border-image: linear-gradient(93.93deg, #60B5FF 3.21%, #EB757C 96.79%) 1; \n}\n\n.results__duration-wrapper {\n    display: flex;\n    background-color: #F5F5F7;\n}\n\n.results__duration-wrapper > * {\n    padding: 30px 40px;\n}\n\n.results__duration-param {\n    font-family: Sora;\n    font-weight: 600;\n    font-size: 20px;\n    line-height: 135%;\n\n    text-align: center;\n}\n\n.results__duration-value {\n    font-family: Karla;\n    font-weight: 400;\n    font-size: 22px;\n    line-height: 110%;\n\n    text-align: center;\n    white-space: nowrap;\n    \n    margin: 0;\n}\n\n@media screen and (max-width:767px) {\n    \n    h2.results__title {\n        font-size: 24px;\n        line-height: 36px;\n    }\n\n    .results__title-wrapper {\n        flex-direction: column;\n        align-items: start;\n    }\n\n    .results__duration-wrapper {\n        display: grid;\n        grid-template-columns: 1fr 1fr;\n        width: 100%;\n    }\n\n    .results__duration-wrapper > * {\n        padding: 15px;\n    }\n\n    .results__duration-param {\n        font-size: 16px;\n        line-height: 120%;\n    }\n\n    .results__duration-value {\n        font-size: 16px;\n        line-height: 20px;\n    }\n\n}\n<\/style>\n\n\n<div class=\"results__title-wrapper\">\n    <h2 class=\"results__title\">Result<\/h2>\n    <div class=\"results__duration-wrapper\">\n        <div class=\"results__duration-param\">Project duration<\/div>\n        <p class=\"results__duration-value\">2 months<\/p>\n    <\/div>\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-808d613 e-con-full e-flex e-con e-child\" data-id=\"808d613\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-41857e5 elementor-widget__width-inherit elementor-widget-tablet__width-inherit last-child-mb-0 elementor-widget elementor-widget-text-editor\" data-id=\"41857e5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">By implementing a federated learning workflow across three clinics, Innowise helped the participating institutions collaboratively improve breast cancer detection and segmentation without centralizing sensitive mammography data.<\/span><\/p><p><span style=\"font-weight: 400;\">The federated model consistently outperformed models trained independently at individual clinics. Collaborative learning across approximately 10,500 mammography images gave the model access to a broader range of lesion types, imaging patterns, and patient distributions than any single institution could provide on its own.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-173f5af e-con-full e-flex e-con e-child\" data-id=\"173f5af\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8e3bd9e elementor-widget__width-inherit elementor-widget-tablet__width-inherit last-child-mb-0 elementor-widget elementor-widget-text-editor\" data-id=\"8e3bd9e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">As a result, the project achieved:<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9e31263 elementor-widget elementor-widget-html\" data-id=\"9e31263\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"results-case-ul one-row\">\n    <li>Higher segmentation quality than any standalone clinic model<\/li>\n    <li><div><b>Up to a 68.6% improvement<\/b> in segmentation AP compared to the weakest single-site baseline<\/div><\/li>\n    <li>Improved model generalization across heterogeneous mammography datasets<\/li>\n    <li>More stable lesion localization across different imaging conditions<\/li>\n<\/ul>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f5519c7 elementor-widget__width-inherit elementor-widget-tablet__width-inherit last-child-mb-0 elementor-widget elementor-widget-text-editor\" data-id=\"f5519c7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">These improvements directly supported downstream clinical workflows where accurate segmentation is important for lesion localization, diagnostic support, and interpretation consistency.<\/span><\/p><p><span style=\"font-weight: 400;\">The project also demonstrated that federated learning can serve as a scalable foundation for future multi-institutional clinical AI initiatives while remaining compatible with healthcare privacy and governance requirements.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f871fbd table-content-container e-con-full e-flex e-con e-child\" data-id=\"f871fbd\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-241354e e-con-full stickyTable e-flex e-con e-child\" data-id=\"241354e\" data-element_type=\"container\">\n\t\t<div 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}\r\n\r\n  .toc ul .pre-active {\r\n    border-left: 2px solid #c63031;\r\n  }\r\n<\/style>\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5f9dff1 e-con-full e-flex e-con e-child\" data-id=\"5f9dff1\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f054d18 elementor-widget-tablet__width-inherit elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"f054d18\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Develop secure clinical AI solutions with Innowise<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8e95517 elementor-mobile-align-justify elementor-widget-mobile__width-inherit elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"8e95517\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#contact-form\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Let\u2019s talk<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-09bacf4 e-flex e-con-boxed e-con e-parent\" data-id=\"09bacf4\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9e1e5e1 elementor-widget elementor-widget-heading\" data-id=\"9e1e5e1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related cases<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6d30b5f e-con-full slider-overflow e-flex e-con e-child\" data-id=\"6d30b5f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-da9c045 elementor-widget elementor-widget-shortcode\" data-id=\"da9c045\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n        <div class=\"slider-overflow view-\">\n            <div class=\"swiper-related view-\">\n                <div class=\"swiper-wrapper\">\n        <div class=\"swiper-slide\">\n            <div class=\"swiper-into-e1\">\n                <div class=\"swiper-slide__inner-container\">\n                    <div class=\"block-div-img-rel\">\n                        <a href=\"https:\/\/innowise.com\/es\/case\/private-jet-charter-digital-platform\/\" aria-label=\"block_198736\">\n                            <img decoding=\"async\" class=\"slide__img-rel\" \n                             src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/07\/Cover-End-to-end-ecosystem-for-the-private-luxury-aviation-sector.png\" alt=\"Private jet charter digital ecosystem\">\n                    <div class=\"cases-post__thumbnail_opencase_img\">\n                        <div>\n                            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/07\/Log\u043es-desktop-3.svg\" alt=\"\">\n                        <\/div>\n                    <\/div>\n                \n                        <\/a>\n                    <\/div>\n                    <div class=\"border-slide-rel\">\n                        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Media case: scaling support for the iGaming leader\">\n                    <div class=\"cases-post__thumbnail_opencase_img\">\n                        <div>\n                            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/06\/Log\u043es-desktop-1.svg\" alt=\"\">\n                        <\/div>\n                    <\/div>\n                \n                        <\/a>\n                    <\/div>\n                    <div class=\"border-slide-rel\">\n                        <div class=\"swip-title-rel-qe mb-10\" style=\"\">\n                            <a href=\"https:\/\/innowise.com\/es\/case\/catena-media-igaming-scaling\/\" aria-label=\"Catena Media case: scaling support for the iGaming leader\" >Catena Media case: scaling support for the iGaming leader<\/a>\n                        <\/div>\n                        <div class=\"swip-array-rel\">\n                            <a href=\"\/es\/cases\/aws\/\">AWS<\/a><a href=\"\/es\/cases\/desarrollo-back-end\/\">Back-end development<\/a><a href=\"\/es\/cases\/inteligencia-de-negocios\/\">Business intelligence<\/a><a href=\"\/es\/cases\/ingenieria-de-datos\/\">Data engineering<\/a><a href=\"\/es\/cases\/desarrollo-front-end\/\">Front-end development<\/a><a href=\"\/es\/cases\/node-js\/\">Node.js<\/a><a href=\"\/es\/cases\/php\/\">PHP<\/a>\n                        <\/div>\n                        <div class=\"slide__button-wrapper_mob\">\n                            <span class=\"slide__button-text_mob\">Read more<\/span>\n                            <img decoding=\"async\" class=\"slide__button-img_mob\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2021\/12\/arrow-more.svg\" alt=\"\">\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n            <div class=\"slide__button-wrapper\">\n                <a href=\"https:\/\/innowise.com\/es\/case\/catena-media-igaming-scaling\/\" 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src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/06\/Log\u043es-desktop.svg\" alt=\"\">\n                        <\/div>\n                    <\/div>\n                \n                        <\/a>\n                    <\/div>\n                    <div class=\"border-slide-rel\">\n                        <div class=\"swip-title-rel-qe mb-10\" style=\"\">\n                            <a href=\"https:\/\/innowise.com\/es\/case\/ai-powered-compliance-ecosystem\/\" aria-label=\"AI-powered end-to-end compliance ecosystem\" >AI-powered end-to-end compliance ecosystem<\/a>\n                        <\/div>\n                        <div class=\"swip-array-rel\">\n                            <a href=\"\/es\/cases\/ai\/\">AI<\/a><a href=\"\/es\/cases\/aws\/\">AWS<\/a><a href=\"\/es\/cases\/desarrollo-back-end\/\">Back-end development<\/a><a href=\"\/es\/cases\/desarrollo-front-end\/\">Front-end development<\/a><a href=\"\/es\/cases\/js\/\">JavaScript<\/a><a href=\"\/es\/cases\/laravel\/\">Laravel<\/a><a href=\"\/es\/cases\/php\/\">PHP<\/a>\n                        <\/div>\n                        <div class=\"slide__button-wrapper_mob\">\n                            <span class=\"slide__button-text_mob\">Read more<\/span>\n                            <img decoding=\"async\" class=\"slide__button-img_mob\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2021\/12\/arrow-more.svg\" alt=\"\">\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n            <div class=\"slide__button-wrapper\">\n                <a href=\"https:\/\/innowise.com\/es\/case\/ai-powered-compliance-ecosystem\/\" aria-label=\"Read more about AI-powered end-to-end compliance ecosystem\">\n                    <div class=\"arrow-btn3-rel\">\n                        <svg class=\"arrow-btn__svg\"\n                             width=\"110\"\n                             height=\"18\"\n                             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class=\"slide__button-text_mob\">Read more<\/span>\n                            <img decoding=\"async\" class=\"slide__button-img_mob\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2021\/12\/arrow-more.svg\" alt=\"\">\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n            <div class=\"slide__button-wrapper\">\n                <a href=\"https:\/\/innowise.com\/es\/case\/investment-mobile-app-development\/\" aria-label=\"Read more about Mobile app development for EmKap\u2019s investment platform\">\n                    <div class=\"arrow-btn3-rel\">\n                        <svg class=\"arrow-btn__svg\"\n                             width=\"110\"\n                             height=\"18\"\n                             viewBox=\"0 0 110 18\"\n                             fill=\"none\"\n                             xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                            <path d=\"M9 1L17 8.99999L9 17\"\n                                  stroke=\"#C63031\"\n                                  stroke-width=\"2\"\/>\n                            <path d=\"M0 9.00018L17 9.00018\"\n                                  stroke=\"#C63031\"\n                                  stroke-width=\"2\"\/>\n                            <path d=\"M99 1L107 8.99999L99 17\"\n                                  stroke=\"#C63031\"\n                                  stroke-width=\"2\"\/>\n                            <path d=\"M90 9.00018L107 9.00018\"\n                                  stroke=\"#C63031\"\n                                  stroke-width=\"2\"\/>\n                        <\/svg>\n                    <\/div>\n                <\/a>\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div class=\"swiper-into-e1\">\n                <div class=\"swiper-slide__inner-container\">\n                    <div class=\"block-div-img-rel\">\n                        <a href=\"https:\/\/innowise.com\/es\/case\/database-operations-support\/\" aria-label=\"block_197628\">\n                            <img decoding=\"async\" class=\"slide__img-rel\" \n                             src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/05\/financial-it-database-operations-infrastructure-support.png\" alt=\"Secure database operations &#038; infrastructure support for ServiceFactum\">\n                    <div class=\"cases-post__thumbnail_opencase_img\">\n                        <div>\n                            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/05\/Log\u043es-desktop-2.svg\" alt=\"\">\n                        <\/div>\n                    <\/div>\n                \n                        <\/a>\n                    <\/div>\n                    <div class=\"border-slide-rel\">\n                        <div class=\"swip-title-rel-qe mb-10\" style=\"\">\n                            <a href=\"https:\/\/innowise.com\/es\/case\/database-operations-support\/\" aria-label=\"Secure database operations & infrastructure support for ServiceFactum\" >Secure database operations & infrastructure support for ServiceFactum<\/a>\n                        <\/div>\n                        <div class=\"swip-array-rel\">\n                            <a href=\"\/es\/cases\/devops\/\">DevOps<\/a><a href=\"\/es\/cases\/it\/\">Information technology<\/a><a href=\"\/es\/cases\/staff-augmentation\/\">Staff augmentation<\/a>\n                        <\/div>\n                        <div class=\"slide__button-wrapper_mob\">\n                            <span class=\"slide__button-text_mob\">Read more<\/span>\n                            <img decoding=\"async\" class=\"slide__button-img_mob\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2021\/12\/arrow-more.svg\" alt=\"\">\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n         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8.99999L99 17\"\n                                  stroke=\"#C63031\"\n                                  stroke-width=\"2\"\/>\n                            <path d=\"M90 9.00018L107 9.00018\"\n                                  stroke=\"#C63031\"\n                                  stroke-width=\"2\"\/>\n                        <\/svg>\n                    <\/div>\n                <\/a>\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div class=\"swiper-into-e1\">\n                <div class=\"swiper-slide__inner-container\">\n                    <div class=\"block-div-img-rel\">\n                        <a href=\"https:\/\/innowise.com\/es\/case\/data-integration-platform-fashion-retail\/\" aria-label=\"block_197600\">\n                            <img decoding=\"async\" class=\"slide__img-rel\" \n                             src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/05\/retail-data-integration-analytics-platform-azure-databricks.jpg\" alt=\"Strengthening retail analytics through stable data operations\">\n                    <div class=\"cases-post__thumbnail_opencase_img\">\n                        <div>\n                            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/05\/service_factum.svg\" alt=\"\">\n                        <\/div>\n                    <\/div>\n                \n                        <\/a>\n                    <\/div>\n                    <div class=\"border-slide-rel\">\n                        <div class=\"swip-title-rel-qe mb-10\" style=\"\">\n                            <a href=\"https:\/\/innowise.com\/es\/case\/data-integration-platform-fashion-retail\/\" aria-label=\"Strengthening retail analytics through stable data operations\" >Strengthening retail analytics through stable data operations<\/a>\n                     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9.00018\"\n                                  stroke=\"#C63031\"\n                                  stroke-width=\"2\"\/>\n                        <\/svg>\n                    <\/div>\n                <\/a>\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div class=\"swiper-into-e1\">\n                <div class=\"swiper-slide__inner-container\">\n                    <div class=\"block-div-img-rel\">\n                        <a href=\"https:\/\/innowise.com\/es\/case\/lendo-fintech-platform-modernization\/\" aria-label=\"block_197518\">\n                            <img decoding=\"async\" class=\"slide__img-rel\" \n                             src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/05\/SRE-support-and-modernization.png\" alt=\"Lendo fintech platform modernization\">\n                    <div class=\"cases-post__thumbnail_opencase_img\">\n                        <div>\n                            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/05\/Log\u043es-desktop-1.svg\" alt=\"\">\n                        <\/div>\n                    <\/div>\n                \n                        <\/a>\n                    <\/div>\n                    <div class=\"border-slide-rel\">\n                        <div class=\"swip-title-rel-qe mb-10\" style=\"\">\n                            <a href=\"https:\/\/innowise.com\/es\/case\/lendo-fintech-platform-modernization\/\" aria-label=\"Lendo fintech platform modernization\" >Lendo fintech platform modernization<\/a>\n                        <\/div>\n                        <div class=\"swip-array-rel\">\n                            <a href=\"\/es\/cases\/cloud\/\">Cloud<\/a><a href=\"\/es\/cases\/devops\/\">DevOps<\/a><a href=\"\/es\/cases\/fintech\/\">FinTech<\/a><a href=\"\/es\/cases\/software-enhancement\/\">Software enhancement<\/a>\n                        <\/div>\n                        <div 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           <\/div>\n            <\/div>\n        <\/div>\n            <div class=\"cases-swiper-pagination case-slider-pagination\"><\/div>\n        <script src=\"\/wp-content\/themes\/hello-elementor\/assets\/js\/slb-case.js\"><\/script>  \n        <link rel=\"stylesheet\" href=\"\/wp-content\/themes\/hello-elementor\/assets\/css\/case-slider.css\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9226761 e-flex e-con-boxed e-con e-parent\" data-id=\"9226761\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aad867b elementor-widget elementor-widget-shortcode\" data-id=\"aad867b\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f100240-o1\" lang=\"en-US\" dir=\"ltr\" data-wpcf7-id=\"100240\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/es\/wp-json\/wp\/v2\/case\/198695#wpcf7-f100240-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contact form\" enctype=\"multipart\/form-data\" novalidate=\"novalidate\" data-status=\"init\">\n<fieldset class=\"hidden-fields-container\"><input type=\"hidden\" name=\"_wpcf7\" value=\"100240\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f100240-o1\" \/><input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/><input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/><input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/fieldset>\n<style>\n.mailToContact br:nth-child(2){\ndisplay:none;\n}\n#form-templates .contact__info {\n  background-color: #f4f4f4;\n  padding: 70px 44px 70px 50px;\n  position: relative;\n  max-width: 540px;\n  width: 100%;\nborder: 1px solid #AEB1B7;\n}\n\n#form-templates .contact__info-background {\n  z-index: -1;\n  position: absolute;\n  top: 20px;\n  left: 20px;\n  width: 100%;\n  height: 100%;\n  border: 1px dashed #ef4557;\n}\n\n\n#form-templates .new-container{\ndisplay: flex;\njustify-content: space-between;\nflex-wrap: wrap;\n}\n\n\n#form-templates{\npadding: 100px 15px 100px 15px;        \n}\n\n#form-templates .contact__info-heading {\n  font-family: 'Sora' !important;\n  font-style: normal !important;\n  font-weight: 400 !important;\n  font-size: 36px !important;\n  line-height: 46px !important;\n  color: #2E2E2E !important;\n   margin-bottom: 60px !important;\n\n}\n\n\n#form-templates .message label{\ncolor: #585858 !important;   \n}\n\n.elementor-widget-container.form-template h2,.elementor-widget-container.form-template h1{\n font-size: 60px !important;\n  line-height: 70px !important;\n  font-family: \"Sora\", Sans-serif;\n  font-weight: 400;\n  margin: 0;  \n  margin-bottom: 20px;\n}\n\n\n\n\n.elementor-widget-container.form-template p{\n  font-family: \"Karla\", Sans-serif;\n  font-size: 22px;\n  font-weight: 400;\n  line-height: 28px;\n  color: var( --e-global-color-primary );\n  max-width: 700px;\n  margin: 0; \n  margin-bottom: 40px;\n} \n  \n\n\n.new-container #spinner{\nwidth: 50%;\nmax-width: 700px;\n}\n\n\n#form-templates .new-container #spinner div.contact-us__wrapper:nth-child(6){\ngap:30px; \n    \n}\n\n\n#form-templates .contact__info-heading {\n  margin-bottom: 67px;\n  font-size: 36px;\n  font-family: karla;\n  color:  #2E2E2E;\n\n  line-height: 49px;\n}\n\n#form-templates .contact__info-steps {\n  display: flex;\n  flex-direction: column;\n  max-width: 425x;\n  row-gap: 20px;\n  border-left: 1px solid #2e2e2e;\n}\n\n#form-templates .contact__info-block {\n  position: relative;\n  padding-left: 45px;\n}\n\n#form-templates .contact__info-block:last-child {\n  box-shadow: -1px 0 0 1px #f4f4f4;\n}\n\n#form-templates .contact__info-step {\n  position: absolute;\n  border: 1px solid #2e2e2e;\n  width: 40px;\n  height: 40px;\n  display: flex;\n  align-items: center;\n  justify-content: center;\n  border-radius: 20px;\n  left: -20px;\n  top: -8px;\n  background-color: #F4F4F4;\n  color:  #2E2E2E;\n\nfont-family: Karla;\nfont-weight: 700;\nfont-size: 18px;\nline-height: 28px;\n\n}\n\n.elementor-widget-global .contact__info-step {\n        color:  #2E2E2E;\n}\n\n#form-templates .contact__info-text {\n  margin: 0;\n  font-size: 16px;\n  line-height: 26px;\n  color: #2E2E2E;\n  font-family: karla;\n\n  width: 100%;\n}\n\n\n#form-templates .contact-us__send{\nflex-shrink: 0;\nmargin-top:0;\n}\n\n\n\n@media screen and (max-width: 1279px) {\n    .new-container #spinner{\n        width: 100%;\n        max-width:100%;\n        margin-bottom:40px;\n    }\n    \n\n    .new-container .contact__info {\n        max-width: 700px !important;\n    }\n    \n}\n\n\n@media screen and (max-width: 1279px) {\n#form-templates{\npadding: 60px 15px 70px 15px;     \n}\n}\n\n\n\n@media screen and (max-width: 767px) {\n\n#form-templates .new-container #spinner div.contact-us__wrapper:nth-child(6){\ngap:20px; \n \n}\n\n\n  #form-templates .contact__info {\n    padding: 20px 20px 40px 40px;\n    margin: 0 auto;\n  }\n\n\n#form-templates{\npadding: 40px 15px 50px 15px;  \n    \n}\n\n  \n   .new-container #spinner{\n       \n    margin-bottom:30px;   \n   }\n   \n   \n   .elementor-widget-container #form-templates .form-template h2,.elementor-widget-container.form-template h1{\n   font-size: 32px !important;\n    line-height: 42px !important;    \n   }\n   \n   \n   .elementor-widget-container #form-templates .form-template p{\n       \n    font-size: 16px;\n    line-height: 20px;  \n    margin-bottom: 30px !important;\n \n       \n   }\n   \n   #form-templates .contact__info-heading{\n   font-size: 24px !important;\n    line-height: 49px !important;    \n       \n   }\n   \n\n.mailToContact{\nmargin-top: 10px !important;        \n}\n\n   \n\n  #form-templates .contact__info-heading {\n    font-size: 24px;\n    margin-bottom: 37px;\n  }\n\n  #form-templates .contact__info-background {\n    top: 10px;\n    left: 10px;\n  }\n\n  #form-templates .contact__info-text {\n    font-size: 12px;\n    line-height: 20px;\n  }\n  \n  \n  #form-templates .contact__info-heading {\n   margin-bottom: 35px !important;\n\n}\n\n}\n\n@media (max-width: 767px) {\n    .mailToContact {\n        max-width: 100%;\n    }\n    .contact-us__wrapper .pp {\nfont-size: 12px !important;\nline-height: 140%;\nmargin-bottom: 0 !important;\n\n}\n}\n<\/style>\n\n<script>\nwindow.addEventListener('hashchange',function(e){if(window.history.pushState){window.history.pushState('','\/',window.location.pathname)}else{window.location.hash=''}})\n<\/script>\n\n\n<div id=\"form-templates\">\n<div class=\"elementor-widget-container form-template\">\n<a name=\"contact-form\"><\/a>\n<h2>Contact us<\/h2>\n<p><a id=\"calendlylink\" style=\"color: #c63031; border-bottom: 1px solid #c63031; padding: 0;\">Book a call<\/a> or fill out the form below and we\u2019ll get back to you once we\u2019ve processed your request.<\/p>\n<\/div>\n\n<div class=\"new-container\">\n\n\n<div class=\"contact-us__main\" id=\"spinner\" data-no-defer=\"1\">\n\n<div class=\"contact-us__wrapper\">\n\n<div class=\"name\">\n<label>Name<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"field_name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required contact-us__name\" id=\"contact-name\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Name*\" value=\"\" type=\"text\" name=\"field_name\" \/><\/span>\n<\/div>\n\n<div class=\"company\">\n<label>Company<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"company\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required contact-us__company\" id=\"contact-company\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Company*\" value=\"\" type=\"text\" name=\"company\" \/><\/span>\n<\/div>\n\n<\/div>\n\n<div class=\"contact-us__wrapper\">\n\n<div class=\"email\">\n<label>Email<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"email\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email contact-us__email\" id=\"contact-email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Corporate email*\" value=\"\" type=\"email\" name=\"email\" \/><\/span>\n<\/div>\n\n<div class=\"phone\">\n<label>Phone<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"tel\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-tel wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-tel contact-us__phone\" id=\"contact-phone\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Phone*\" value=\"\" type=\"tel\" name=\"tel\" \/><\/span>\n<\/div>\n\n<\/div>\n<div class=\"contact-us__wrapper subj\">\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-recipient\"><select class=\"wpcf7-form-control wpcf7-select\" id=\"form-field-subj_js\" aria-invalid=\"false\" name=\"your-recipient\"><option value=\"\">Subject*<\/option><option value=\"IT staff augmentation\">IT staff augmentation<\/option><option value=\"Turnkey product development\">Turnkey product development<\/option><option value=\"Support and enhancement\">Support and enhancement<\/option><option value=\"Careers\">Careers<\/option><option value=\"Other\">Other<\/option><\/select><\/span>\n\n<span class=\"wpcf7-form-control-wrap\" data-name=\"form-field-budget_js\"><select class=\"wpcf7-form-control wpcf7-select\" id=\"form-field-budget_js\" aria-invalid=\"false\" name=\"form-field-budget_js\"><option value=\"\">Project budget<\/option><option value=\"Under $15K\">Under $15K<\/option><option value=\"$15K-$30K\">$15K-$30K<\/option><option value=\"$30K-$100K\">$30K-$100K<\/option><option value=\"$100K-$250K\">$100K-$250K<\/option><option value=\"$250K-$500K\">$250K-$500K<\/option><option value=\"More than $500K\">More than $500K<\/option><\/select><\/span>\n\n<\/div>\n\n\n<div class=\"message\">\n<label>Message<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"message\"><textarea cols=\"40\" rows=\"1\" maxlength=\"2000\" class=\"wpcf7-form-control wpcf7-textarea wpcf7-validates-as-required contact-us__message\" id=\"contact-message\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Describe your needs in detail*\" name=\"message\"><\/textarea><\/span>\n<\/div>\n\n<div class=\"atvoice-wrap\">\n\n<div class=\"voice-wrap\">\n<span id=\"voice-mut\" class=\"voicetext\">Send us a voice message<\/span>\n         <div class=\"qc_voice_audio_wrapper\">\n            <div class=\"qc_voice_audio_container\">\n                <div class=\"qc_voice_audio_upload_main\" id=\"qc_audio_main\">\n                    <a class=\"qc_audio_record_button\" id=\"qc_audio_record\" href=\"#\" aria-label=\"Record an audio message\">\n                        <span class=\"dashicons dashicons-microphone\"><\/span> \u00a0<\/a> \n                <\/div>\n\n                <div class=\"qc_voice_audio_recorder\" id=\"qc_audio_recorder\" style=\"display:none\">\n\n                <\/div>\n                <div class=\"qc_voice_audio_display\" id=\"qc_audio_display\"  style=\"display:none\">\n                    <audio id=\"qc-audio\" controls src=\"\"><\/audio>\n                    <span title=\"Remove and back to main upload screen.\" class=\"qc_audio_remove_button dashicons dashicons-trash\"><\/span>\n                <\/div>\n            <\/div>\n            <input type=\"hidden\" value=\"\" name=\"qcwpvoicemessage\" id=\"qc_audio_url\" \/>\n        <\/div>\n        \n<\/div>\n\n\n<div class=\"attach-wrap\">\n<span class=\"voicetext\">Attach documents<\/span>\n\n<div class='attachment'>\n\n<div class=\"downloaded\">\n<span><\/span>\n<div class=\"deleteFile\"><\/div>\n<\/div>\n\n<div class=\"attachmentButton\" onclick=\"(function cl(e){if(e.target.nodeName == 'DIV'){e.target.parentNode.children[1].children[0].click(); }})(arguments[0]);\">\n\n<div class=\"innerText\">Upload file<\/div>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"att-files\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-file\" accept=\".jpg,.png,.jpeg,.pdf\" aria-invalid=\"false\" type=\"file\" name=\"att-files\" \/><\/span>\n\n<div class=\"tip\" onclick=\"event.stopPropagation()\">\n<p>You can attach 1 file up to 2MB. 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