{"id":30446,"date":"2025-07-08T15:52:38","date_gmt":"2025-07-08T14:52:38","guid":{"rendered":"https:\/\/montpellier-cancer.com\/?p=30446"},"modified":"2025-07-11T13:48:18","modified_gmt":"2025-07-11T12:48:18","slug":"review-of-the-pinkcc-challenge-2025-grand-finale-revolutionizing-ovarian-cancer-research-with-ai-2","status":"publish","type":"post","link":"https:\/\/montpellier-cancer.com\/en\/review-of-the-pinkcc-challenge-2025-grand-finale-revolutionizing-ovarian-cancer-research-with-ai-2\/","title":{"rendered":"Review of the PINKCC Challenge 2025 Grand Finale: Revolutionizing Ovarian Cancer Research with AI"},"content":{"rendered":"\n<iframe loading=\"lazy\" width=\"560\" height=\"315\" src=\"https:\/\/www.youtube.com\/embed\/zhzNzEtxEJg?si=l1khxz-b9ONoXL3R\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n\n\n<div class=\"wp-block-rte  mb-4 md:mb-8  bg-white p-3 md:p-6\">\n           <h2 class=\"font-bold mb-8 text-blue-medium\">The PINKCC Challenge 2025, held in Montpellier, brought together AI and medical imaging to advance ovarian cancer research<\/h2>               <div class=\"flex flex-col md:flex-row flex-wrap gap-2 md:gap-3 lg:gap-8\">\n          <div class=\"w-full\">\n            <div class=\"max-w-none prose \"><p dir=\"auto\">On June 13, 2025, Montpellier hosted the grand finale of the <strong>PINKCC Challenge<\/strong>, a unique scientific competition combining artificial intelligence, medical imaging, and data science. Over two months, 250 participants from around the world worked to develop algorithms capable of detecting and segmenting complex ovarian cancers. This event could very well transform the medicine of tomorrow.<\/p>\n<h1 dir=\"auto\">An initiative led by the Montpellier Cancer Institute and the SIRIC Montpellier Cancer<\/h1>\n<p dir=\"auto\">Launched on April 1, 2025, the <strong>PINKCC Challenge<\/strong> is an international scientific competition organized by <strong>SIRIC Montpellier Cancer<\/strong> and the <strong>Montpellier Cancer Institute<\/strong> (ICM), under the leadership of Professor St\u00e9phanie Nougaret, a radiologist specialized in AI and head of the PINKCC research laboratory at IRCM.<\/p>\n<h1 dir=\"auto\">Objective: Detecting ovarian cancer using AI<\/h1>\n<p dir=\"auto\">The challenge was to develop an<strong> automatic segmentation algorithm to identify ovarian cancer with peritoneal carcinomatosis from medical images<\/strong>. This is a crucial advancement to refine the evaluation of tumor extension and improve patient care.<\/p>\n<h1 dir=\"auto\">An exceptional scientific mobilization around AI and health<\/h1>\n<h3 dir=\"auto\">Over 250 participants, 30% international<\/h3>\n<p dir=\"auto\">The challenge brought together <strong>250 participants<\/strong> from prestigious schools, hospitals, and laboratories specializing in artificial intelligence applied to medical imaging. Participants came from Taiwan, Colombia, France, Switzerland, and Austria, including talents from <strong>\u00c9cole des Ponts<\/strong>, <strong>ENS, Mines Al\u00e8s, Sorbonne University, the University of Montpellier, EPITA, Epitech Montpellier<\/strong>, and hospitals in Lyon, Clermont-Ferrand, Saint-\u00c9tienne, AP-HP, and ICM.<\/p>\n<p dir=\"auto\"><strong>The competition utilized exceptional computational resources:<\/strong><\/p>\n<ul>\n<li dir=\"auto\">The <strong>Meso-LR platform<\/strong>, developed by the team of Professor Anne Laurent (University of Montpellier \/ ISDM),<\/li>\n<li dir=\"auto\"><strong>Scaleway<\/strong>&#8216;s cloud infrastructures, a European provider and subsidiary of Iliad,<\/li>\n<li dir=\"auto\">as well as the computing power provided by <strong>NVIDIA<\/strong>.<\/li>\n<\/ul>\n<p dir=\"auto\">These resources enabled the efficient management of large and complex anonymized clinical datasets, essential for developing cutting-edge algorithms in medical AI.<\/p>\n<\/div>\n          <\/div>\n        <\/div>\n          <\/div>\n\n\n<div class=\"wp-block-faq my-8 bg-white p-6\">\n         <div class=\" rounded-lg py-8  section-faqs\">\n      \n              <div class=\"text-center mb-8\">\n          <h2 class=\"font-bold text-blue-medium\">Insights from Participants<\/h2>\n        <\/div>\n            \n        <div  x-data=\"{ active: -1 }\"  class=\"mx-auto max-w-3xl min-h-[16rem] space-y-4\">\n                      <div  x-data=\"{\n                id: 0,\n                get expanded() {\n                    return this.active === this.id\n                },\n                set expanded(value) {\n                    this.active = value ? this.id : null\n                },\n            }\"  role=\"region\" class=\"rounded-lg bg-white\/10 shadow\">\n                <h3 class=\"text-blue-medium\">\n                    <button\n                        x-on:click=\"expanded = !expanded\"\n                        :aria-expanded=\"expanded\"\n                        class=\"flex w-full items-center justify-between px-6 py-4 text-xl font-bold\"\n                    >\n                        <div class=\"text-left\">Jeanne MacGr\u00e9gor, Ecole Nationale des Ponts et Chauss\u00e9es (France)<\/div>\n                        <span x-show=\"expanded\" aria-hidden=\"true\" class=\"ml-4\">&minus;<\/span>\n                        <span x-show=\"!expanded\" aria-hidden=\"true\" class=\"ml-4\">&plus;<\/span>\n                    <\/button>\n                <\/h3>\n\n                <div x-show=\"expanded\" x-collapse>\n                    <div class=\"px-6 pb-4  prose \">\n                      <table width=\"671\">\n<tbody>\n<tr>\n<td width=\"501\">\n<ul>\n<li style=\"text-align: justify;\"><strong>What motivated you to join the PINKCC Challenge?<\/strong><\/li>\n<\/ul>\n<figure id=\"attachment_30220\" aria-describedby=\"caption-attachment-30220\" style=\"width: 300px\" class=\"wp-caption alignright\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-30220 size-medium\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/\u2022-Quest-ce-qui-vous-a-motivee-a-rejoindre-le-PINKCC-Challenge-Depuis-tres-longtemps-je-suis-passionnee-par-la-medecine-et-lorsque-jai-oriente-mes-etudes-vers-linformatique-et-la-vision-par-o-300x300.png\" alt=\"\" width=\"300\" height=\"300\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/\u2022-Quest-ce-qui-vous-a-motivee-a-rejoindre-le-PINKCC-Challenge-Depuis-tres-longtemps-je-suis-passionnee-par-la-medecine-et-lorsque-jai-oriente-mes-etudes-vers-linformatique-et-la-vision-par-o-300x300.png 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/\u2022-Quest-ce-qui-vous-a-motivee-a-rejoindre-le-PINKCC-Challenge-Depuis-tres-longtemps-je-suis-passionnee-par-la-medecine-et-lorsque-jai-oriente-mes-etudes-vers-linformatique-et-la-vision-par-o-1024x1024.png 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/\u2022-Quest-ce-qui-vous-a-motivee-a-rejoindre-le-PINKCC-Challenge-Depuis-tres-longtemps-je-suis-passionnee-par-la-medecine-et-lorsque-jai-oriente-mes-etudes-vers-linformatique-et-la-vision-par-o-150x150.png 150w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/\u2022-Quest-ce-qui-vous-a-motivee-a-rejoindre-le-PINKCC-Challenge-Depuis-tres-longtemps-je-suis-passionnee-par-la-medecine-et-lorsque-jai-oriente-mes-etudes-vers-linformatique-et-la-vision-par-o-768x768.png 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/\u2022-Quest-ce-qui-vous-a-motivee-a-rejoindre-le-PINKCC-Challenge-Depuis-tres-longtemps-je-suis-passionnee-par-la-medecine-et-lorsque-jai-oriente-mes-etudes-vers-linformatique-et-la-vision-par-o.png 1080w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-30220\" class=\"wp-caption-text\">Jeanne MacGr\u00e9gor Engineer Student at Ecole Nationale des Ponts et Chauss\u00e9es (France)<\/figcaption><\/figure>\n<p style=\"text-align: justify;\">For a very long time I have been passionate about medicine, and when I oriented my studies towards Computer Science and Vision, I was thrilled to see it had so many applications in this field. Unfortunately, my school program doesn\u2019t offer any course health related, so I thought I was going to have to wait on a dream internship to be able to explore this field. Until the PINKCC Challenge appeared! It was our school which shared this challenge, and my teammates and I were very excited to see how easy it was to participate, even as undergraduates. Therefore, I would say my main motivation was the opportunity to apply what I had learned during two years at my engineering school to a concrete health topic, and such a modern one too.<\/p>\n<ul style=\"text-align: justify;\">\n<li><strong>How does this challenge align with your future goals?<\/strong><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">Like mentioned in the previous question, it represents the opportunity to explore a field which I found very appealing, and I think it is a challenge which presents a very concrete idea of what I could be doing in the future, especially if I wanted to pursue a career in research. In addition, it is definitely a hands-on experience which I can put forwards during interviews, as we have to handle huge datasets, explore by ourselves, organize our work, and try to produce results with a deadline.<\/p>\n<ul style=\"text-align: justify;\">\n<li><strong>What did you learn through this experience? <\/strong><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">Unfortunately, the Challenge actually took place during a period where I had a lot of work at my school, and therefore I did not get the chance to invest myself as much as I would\u2019ve wanted. However, I will remember how important communication and sharing information is between teammates (every member doesn\u2019t have to do everything from scratch, we can also use what the others have already done), as well as organizing our time with regular deadlines and updates, and finally how important data analysis and preparation has an important place in a machine learning project.<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n                    <\/div>\n                <\/div>\n            <\/div>\n                      <div  x-data=\"{\n                id: 1,\n                get expanded() {\n                    return this.active === this.id\n                },\n                set expanded(value) {\n                    this.active = value ? this.id : null\n                },\n            }\"  role=\"region\" class=\"rounded-lg bg-white\/10 shadow\">\n                <h3 class=\"text-blue-medium\">\n                    <button\n                        x-on:click=\"expanded = !expanded\"\n                        :aria-expanded=\"expanded\"\n                        class=\"flex w-full items-center justify-between px-6 py-4 text-xl font-bold\"\n                    >\n                        <div class=\"text-left\">Mehrsa Pourya, EPFL<\/div>\n                        <span x-show=\"expanded\" aria-hidden=\"true\" class=\"ml-4\">&minus;<\/span>\n                        <span x-show=\"!expanded\" aria-hidden=\"true\" class=\"ml-4\">&plus;<\/span>\n                    <\/button>\n                <\/h3>\n\n                <div x-show=\"expanded\" x-collapse>\n                    <div class=\"px-6 pb-4  prose \">\n                      <p>&nbsp;<\/p>\n<div class=\"mceTemp\"><\/div>\n<ul>\n<li style=\"text-align: justify;\"><strong>What motivated you to join the PINKCC Challenge?<\/strong><\/li>\n<\/ul>\n<figure id=\"attachment_30347\" aria-describedby=\"caption-attachment-30347\" style=\"width: 300px\" class=\"wp-caption alignright\"><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-30347\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/\u2022-Quest-ce-qui-vous-a-motivee-a-rejoindre-le-PINKCC-Challenge-Depuis-tres-longtemps-je-suis-passionnee-par-la-medecine-et-lorsque-jai-oriente-mes-etudes-vers-linformatique-et-la-vision-par-o-1-300x300.png\" alt=\"\" width=\"300\" height=\"300\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/\u2022-Quest-ce-qui-vous-a-motivee-a-rejoindre-le-PINKCC-Challenge-Depuis-tres-longtemps-je-suis-passionnee-par-la-medecine-et-lorsque-jai-oriente-mes-etudes-vers-linformatique-et-la-vision-par-o-1-300x300.png 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/\u2022-Quest-ce-qui-vous-a-motivee-a-rejoindre-le-PINKCC-Challenge-Depuis-tres-longtemps-je-suis-passionnee-par-la-medecine-et-lorsque-jai-oriente-mes-etudes-vers-linformatique-et-la-vision-par-o-1-1024x1024.png 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/\u2022-Quest-ce-qui-vous-a-motivee-a-rejoindre-le-PINKCC-Challenge-Depuis-tres-longtemps-je-suis-passionnee-par-la-medecine-et-lorsque-jai-oriente-mes-etudes-vers-linformatique-et-la-vision-par-o-1-150x150.png 150w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/\u2022-Quest-ce-qui-vous-a-motivee-a-rejoindre-le-PINKCC-Challenge-Depuis-tres-longtemps-je-suis-passionnee-par-la-medecine-et-lorsque-jai-oriente-mes-etudes-vers-linformatique-et-la-vision-par-o-1-768x768.png 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/\u2022-Quest-ce-qui-vous-a-motivee-a-rejoindre-le-PINKCC-Challenge-Depuis-tres-longtemps-je-suis-passionnee-par-la-medecine-et-lorsque-jai-oriente-mes-etudes-vers-linformatique-et-la-vision-par-o-1.png 1080w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-30347\" class=\"wp-caption-text\">Mehrsa Pourya<br \/>PhD Student at EPFL (Switzerland)<\/figcaption><\/figure>\n<p style=\"text-align: justify;\">This challenge felt like a great opportunity to bring together my background in imaging and machine learning to address a real-world problem. The mission of improving cancer treatment was very motivating to me.<\/p>\n<ul style=\"text-align: justify;\">\n<li><strong>How does this challenge align with your future goals?<\/strong><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">I aim to become a machine learning researcher who works on real-world problems \u2014 and this experience was a perfect fit. It pushed me slightly outside my usual research on image reconstruction and gave me the chance to work in a more applied and collaborative setting, which I really enjoyed.<\/p>\n<ul style=\"text-align: justify;\">\n<li><strong>What did you learn through this experience?<\/strong><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">Our weekly meetings gave me insight into new tools and techniques, and I appreciated the strong sense of teamwork \u2014 it was rewarding to build something together. I also got hands-on experience with cloud platforms like Scaleway. Overall, this challenge gave me a fresh perspective on how my skills can be applied in practice, and I\u2019m really glad I took part.<\/p>\n\n                    <\/div>\n                <\/div>\n            <\/div>\n                      <div  x-data=\"{\n                id: 2,\n                get expanded() {\n                    return this.active === this.id\n                },\n                set expanded(value) {\n                    this.active = value ? this.id : null\n                },\n            }\"  role=\"region\" class=\"rounded-lg bg-white\/10 shadow\">\n                <h3 class=\"text-blue-medium\">\n                    <button\n                        x-on:click=\"expanded = !expanded\"\n                        :aria-expanded=\"expanded\"\n                        class=\"flex w-full items-center justify-between px-6 py-4 text-xl font-bold\"\n                    >\n                        <div class=\"text-left\">Sandrine Besnard, Data Scientist<\/div>\n                        <span x-show=\"expanded\" aria-hidden=\"true\" class=\"ml-4\">&minus;<\/span>\n                        <span x-show=\"!expanded\" aria-hidden=\"true\" class=\"ml-4\">&plus;<\/span>\n                    <\/button>\n                <\/h3>\n\n                <div x-show=\"expanded\" x-collapse>\n                    <div class=\"px-6 pb-4  prose \">\n                      <figure id=\"attachment_30353\" aria-describedby=\"caption-attachment-30353\" style=\"width: 300px\" class=\"wp-caption alignright\"><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-30353\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/4-300x300.png\" alt=\"\" width=\"300\" height=\"300\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/4-300x300.png 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/4-1024x1024.png 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/4-150x150.png 150w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/4-768x768.png 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/4.png 1080w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-30353\" class=\"wp-caption-text\">Sandrine Besnard<br \/>Data Scientist<br \/>(France)<\/figcaption><\/figure>\n<ul style=\"text-align: justify;\">\n<li><strong>How does this challenge allow you to combine science and human commitment?<\/strong><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">The PINKCC Challenge integrates cutting-edge technologies such as medical imaging and the latest AI models for healthcare, combined with the indispensable human expertise of radiologists and volunteer data experts, all driven together with the goal of having a positive impact on health and patient care.<\/p>\n<p style=\"text-align: justify;\">I decided to engage in this challenge because it provided an opportunity to apply my newly acquired knowledge in data science in a real-world context, but above all because it resonates with my personal values of contributing to healthcare advancements and supporting initiatives that can bring about real change.<\/p>\n<p style=\"text-align: justify;\">I have already learned a lot in the last few weeks, and I greatly appreciated the exchanges with other participants (special thanks to my teamates from Data4Hope!), organizing team and sponsors. These interactions have added value to the experience and provided different perspectives on tackling the challenges presented.<\/p>\n\n                    <\/div>\n                <\/div>\n            <\/div>\n                      <div  x-data=\"{\n                id: 3,\n                get expanded() {\n                    return this.active === this.id\n                },\n                set expanded(value) {\n                    this.active = value ? this.id : null\n                },\n            }\"  role=\"region\" class=\"rounded-lg bg-white\/10 shadow\">\n                <h3 class=\"text-blue-medium\">\n                    <button\n                        x-on:click=\"expanded = !expanded\"\n                        :aria-expanded=\"expanded\"\n                        class=\"flex w-full items-center justify-between px-6 py-4 text-xl font-bold\"\n                    >\n                        <div class=\"text-left\">Edgar Degroodt, SIRIC Curamus<\/div>\n                        <span x-show=\"expanded\" aria-hidden=\"true\" class=\"ml-4\">&minus;<\/span>\n                        <span x-show=\"!expanded\" aria-hidden=\"true\" class=\"ml-4\">&plus;<\/span>\n                    <\/button>\n                <\/h3>\n\n                <div x-show=\"expanded\" x-collapse>\n                    <div class=\"px-6 pb-4  prose \">\n                      <figure id=\"attachment_30355\" aria-describedby=\"caption-attachment-30355\" style=\"width: 300px\" class=\"wp-caption alignright\"><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-30355\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/5-300x300.png\" alt=\"\" width=\"300\" height=\"300\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/5-300x300.png 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/5-1024x1024.png 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/5-150x150.png 150w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/5-768x768.png 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/5.png 1080w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-30355\" class=\"wp-caption-text\">Edgar Degroodt<br \/>Research Engineer at SIRIC Curamus\/AP-HP<br \/>(France)<\/figcaption><\/figure>\n<ul style=\"text-align: justify;\">\n<li><strong>Why do you think it is important to foster collaboration between AI and medicine?<\/strong><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">To me, artificial intelligence is a powerful tool that can bring significant improvements to the medical field:<\/p>\n<ul style=\"text-align: justify;\">\n<li>By assisting doctors in their daily work, for example through the analysis of patient records or the precise detection of diseases.<\/li>\n<li>By helping to better characterize illnesses and their underlying mechanisms, making it possible to improve diagnosis and treatment.<\/li>\n<li>By personalizing care pathways according to each individual&#8217;s specific situation and medical conditions.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">In my view, AI is essential to advancing the fight against disease, enhancing medical research, and improving the patient journey by offering a new way of analyzing available data.<\/p>\n<p style=\"text-align: justify;\">That\u2019s why I believe it\u2019s crucial to foster collaboration between artificial intelligence and medicine.<\/p>\n\n                    <\/div>\n                <\/div>\n            <\/div>\n                      <div  x-data=\"{\n                id: 4,\n                get expanded() {\n                    return this.active === this.id\n                },\n                set expanded(value) {\n                    this.active = value ? this.id : null\n                },\n            }\"  role=\"region\" class=\"rounded-lg bg-white\/10 shadow\">\n                <h3 class=\"text-blue-medium\">\n                    <button\n                        x-on:click=\"expanded = !expanded\"\n                        :aria-expanded=\"expanded\"\n                        class=\"flex w-full items-center justify-between px-6 py-4 text-xl font-bold\"\n                    >\n                        <div class=\"text-left\">Aur\u00e9lien Daudin, EPITA Paris<\/div>\n                        <span x-show=\"expanded\" aria-hidden=\"true\" class=\"ml-4\">&minus;<\/span>\n                        <span x-show=\"!expanded\" aria-hidden=\"true\" class=\"ml-4\">&plus;<\/span>\n                    <\/button>\n                <\/h3>\n\n                <div x-show=\"expanded\" x-collapse>\n                    <div class=\"px-6 pb-4  prose \">\n                      <figure id=\"attachment_30351\" aria-describedby=\"caption-attachment-30351\" style=\"width: 300px\" class=\"wp-caption alignright\"><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-30351\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/3-1-300x300.png\" alt=\"\" width=\"300\" height=\"300\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/3-1-300x300.png 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/3-1-1024x1024.png 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/3-1-150x150.png 150w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/3-1-768x768.png 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/3-1.png 1080w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-30351\" class=\"wp-caption-text\">Aur\u00e9lien Daudin<br \/>Computer Science Student at EPITA<br \/>(France)<\/figcaption><\/figure>\n<ul style=\"text-align: justify;\">\n<li><strong>Why did you choose to apply your computer science skills to a health-related challenge like the PINKCC Challenge?<\/strong><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">It\u2019s a practical application of the theoretical knowledge I\u2019ve acquired in class, focused on a real, urgent, and meaningful issue \u2014 one that has the potential to save lives.<\/p>\n<ul style=\"text-align: justify;\">\n<li><strong>What motivated you to take part in this challenge?<\/strong><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">Ovarian cancer is one of the deadliest cancers, mainly because it&#8217;s often diagnosed too late. Contributing to the development of tools that could improve early detection is, in my view, one of the most impactful ways to make a difference<\/p>\n\n                    <\/div>\n                <\/div>\n            <\/div>\n                      <div  x-data=\"{\n                id: 5,\n                get expanded() {\n                    return this.active === this.id\n                },\n                set expanded(value) {\n                    this.active = value ? this.id : null\n                },\n            }\"  role=\"region\" class=\"rounded-lg bg-white\/10 shadow\">\n                <h3 class=\"text-blue-medium\">\n                    <button\n                        x-on:click=\"expanded = !expanded\"\n                        :aria-expanded=\"expanded\"\n                        class=\"flex w-full items-center justify-between px-6 py-4 text-xl font-bold\"\n                    >\n                        <div class=\"text-left\">Alexandre Trani\u00e9, Ecole Nationale des Ponts et Chauss\u00e9es<\/div>\n                        <span x-show=\"expanded\" aria-hidden=\"true\" class=\"ml-4\">&minus;<\/span>\n                        <span x-show=\"!expanded\" aria-hidden=\"true\" class=\"ml-4\">&plus;<\/span>\n                    <\/button>\n                <\/h3>\n\n                <div x-show=\"expanded\" x-collapse>\n                    <div class=\"px-6 pb-4  prose \">\n                      <figure id=\"attachment_30357\" aria-describedby=\"caption-attachment-30357\" style=\"width: 300px\" class=\"wp-caption alignright\"><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-30357\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/6-300x300.png\" alt=\"\" width=\"300\" height=\"300\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/6-300x300.png 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/6-1024x1024.png 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/6-150x150.png 150w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/6-768x768.png 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/6.png 1080w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-30357\" class=\"wp-caption-text\">Alexandre Trani\u00e9<br \/>Engineer Student at Ecole Nationale des Ponts et Chauss\u00e9es<br \/>(France)<\/figcaption><\/figure>\n<ul style=\"text-align: justify;\">\n<li><strong>What motivated you to join the PINKCC Challenge?<\/strong><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">I had the opportunity to do an internship as a Data Analyst at Implicity, a start-up specializing in pacemakers.<\/p>\n<p style=\"text-align: justify;\">They help with remote monitoring and risk prediction using artificial intelligence. I really enjoyed this internship because it helped me realize what I want to do in the future: apply AI to medicine. I felt like I was doing something truly meaningful. When I came across this challenge, I thought it was an amazing opportunity to get started!<\/p>\n\n                    <\/div>\n                <\/div>\n            <\/div>\n                      <div  x-data=\"{\n                id: 6,\n                get expanded() {\n                    return this.active === this.id\n                },\n                set expanded(value) {\n                    this.active = value ? this.id : null\n                },\n            }\"  role=\"region\" class=\"rounded-lg bg-white\/10 shadow\">\n                <h3 class=\"text-blue-medium\">\n                    <button\n                        x-on:click=\"expanded = !expanded\"\n                        :aria-expanded=\"expanded\"\n                        class=\"flex w-full items-center justify-between px-6 py-4 text-xl font-bold\"\n                    >\n                        <div class=\"text-left\">Arnaud Bougaham, University of Namur<\/div>\n                        <span x-show=\"expanded\" aria-hidden=\"true\" class=\"ml-4\">&minus;<\/span>\n                        <span x-show=\"!expanded\" aria-hidden=\"true\" class=\"ml-4\">&plus;<\/span>\n                    <\/button>\n                <\/h3>\n\n                <div x-show=\"expanded\" x-collapse>\n                    <div class=\"px-6 pb-4  prose \">\n                      <figure id=\"attachment_30349\" aria-describedby=\"caption-attachment-30349\" style=\"width: 300px\" class=\"wp-caption alignright\"><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-30349\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/\u2022-Quest-ce-qui-vous-a-motivee-a-rejoindre-le-PINKCC-Challenge-Depuis-tres-longtemps-je-suis-passionnee-par-la-medecine-et-lorsque-jai-oriente-mes-etudes-vers-linformatique-et-la-vision-par-o-2-300x300.png\" alt=\"\" width=\"300\" height=\"300\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/\u2022-Quest-ce-qui-vous-a-motivee-a-rejoindre-le-PINKCC-Challenge-Depuis-tres-longtemps-je-suis-passionnee-par-la-medecine-et-lorsque-jai-oriente-mes-etudes-vers-linformatique-et-la-vision-par-o-2-300x300.png 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/\u2022-Quest-ce-qui-vous-a-motivee-a-rejoindre-le-PINKCC-Challenge-Depuis-tres-longtemps-je-suis-passionnee-par-la-medecine-et-lorsque-jai-oriente-mes-etudes-vers-linformatique-et-la-vision-par-o-2-1024x1024.png 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/\u2022-Quest-ce-qui-vous-a-motivee-a-rejoindre-le-PINKCC-Challenge-Depuis-tres-longtemps-je-suis-passionnee-par-la-medecine-et-lorsque-jai-oriente-mes-etudes-vers-linformatique-et-la-vision-par-o-2-150x150.png 150w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/\u2022-Quest-ce-qui-vous-a-motivee-a-rejoindre-le-PINKCC-Challenge-Depuis-tres-longtemps-je-suis-passionnee-par-la-medecine-et-lorsque-jai-oriente-mes-etudes-vers-linformatique-et-la-vision-par-o-2-768x768.png 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/\u2022-Quest-ce-qui-vous-a-motivee-a-rejoindre-le-PINKCC-Challenge-Depuis-tres-longtemps-je-suis-passionnee-par-la-medecine-et-lorsque-jai-oriente-mes-etudes-vers-linformatique-et-la-vision-par-o-2.png 1080w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-30349\" class=\"wp-caption-text\">Arnaud Bougaham<br \/>Data Scientist &amp; PhD Candidate at University of Namur<br \/>(Belgium)<\/figcaption><\/figure>\n<ul style=\"text-align: justify;\">\n<li><strong>What motivated you to join the PINKCC Challenge?<\/strong><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">I was immediately drawn to the Pinkcc Challenge for its real-world impact and alignment with my research (anomaly detection in industrial and medical \u00a0applications). This challenge offers the chance to apply my research to a critical, underfunded area where impact matters.<\/p>\n<p style=\"text-align: justify;\">I strongly believe that as researchers, we should dedicate more of our expertise and energy to socially impactful problems. Finally, I appreciate the values of the challenge itself: a committed team, a well-organized initiative, and the chance to collaborate with others. Research can often feel solitary, so working as part of a team toward a meaningful common goal is both motivating and refreshing.<\/p>\n<ul style=\"text-align: justify;\">\n<li><strong>Which technical aspect of the challenge did you find the most engaging?<\/strong><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">The most exciting technical challenge for me lies in building models that are not just performant but trustworthy \u2014 especially when data is scarce, noisy, or heterogeneous. In the medical context, segmentation models must be both accurate and explainable, with a clear awareness of their own limits. This is very close to the core of my PhD, where I focus on generative approaches that incorporate quality constraints and uncertainty estimation.<\/p>\n<p style=\"text-align: justify;\">I\u2019m also particularly interested in designing approaches that are efficient, reliable, and interpretable. It\u2019s a valuable contrast to the current trend of large, energy-hungry models with limited control. Challenges like this show that AI can be powerful and responsible when applied thoughtfully.<\/p>\n\n                    <\/div>\n                <\/div>\n            <\/div>\n                  <\/div>\n          <\/div>\n    <\/div>\n\n\n<div class=\"wp-block-rte  mb-4 md:mb-8  bg-white p-3 md:p-6\">\n           <h2 class=\"font-bold mb-8 text-blue-medium\">An International Finale in Montpellier<\/h2>               <div class=\"flex flex-col md:flex-row flex-wrap gap-2 md:gap-3 lg:gap-8\">\n          <div class=\"w-full\">\n            <div class=\"max-w-none prose \"><p dir=\"auto\">The morning was dedicated to a series of high-level conferences focused on oncological imaging and AI:<\/p>\n<ul>\n<li><strong>Dr. Jonathan Dong<\/strong> (EPFL, Switzerland): &#8220;<em>Image Reconstruction: From Physical Models to Machine Learning<\/em>&#8220;<\/li>\n<li><strong>Dr. Christopher Bridge<\/strong> (Harvard Medical School, USA): &#8220;<em>Deep Learning for Cancer Imaging Biomarkers<\/em>&#8220;<\/li>\n<li><strong>Professor Ramona Woitek<\/strong> (Danube Private University, Austria): &#8220;<em>AI in Ovarian Cancer Imaging Targeted to Clinical Needs<\/em>&#8220;<\/li>\n<\/ul>\n<p dir=\"auto\">Following the presentations, a roundtable discussion titled &#8220;<strong><em>AI &amp; Oncology Research: Synergies for Innovation<\/em><\/strong>&#8221; brought together:<\/p>\n<p>\ud83d\udc49 Professor St\u00e9phanie Nougaret (ICM)<\/p>\n<p>\ud83d\udc49 R\u00e9gis Dioulo (NVIDIA)<\/p>\n<p>\ud83d\udc49 Michael Chekroun (MedVall\u00e9e)<\/p>\n<p>\ud83d\udc49 Caroline Jeandel (GSK France)<\/p>\n<p dir=\"auto\">This roundtable was a highlight, emphasizing the synergies between academic research, industrial innovation, and clinical needs.<\/p>\n<\/div>\n          <\/div>\n        <\/div>\n          <\/div>\n\n\n\n<blockquote class=\"wp-block-quote\">\n<p><em>Initiatives like the PINKCC challenge are really important to spur innovation around important challenges and establish strong, open benchmarks for the scientific community. But, even more importantly, they show a new generation of AI developers that AI can be used to address challenges that really make a difference to people\u2019s lives. <\/em><strong>Dr Christopher Bridge \u2013 Harvard Medical School<\/strong><\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01640-scaled.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" data-id=\"30232\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01640-1024x683.jpg\" alt=\"\" class=\"wp-image-30232\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01640-1024x683.jpg 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01640-300x200.jpg 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01640-768x512.jpg 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01640-1536x1024.jpg 1536w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01640-2048x1365.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01647-scaled.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" data-id=\"30228\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01647-1024x683.jpg\" alt=\"\" class=\"wp-image-30228\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01647-1024x683.jpg 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01647-300x200.jpg 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01647-768x512.jpg 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01647-1536x1024.jpg 1536w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01647-2048x1365.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01675-1-scaled.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" data-id=\"30368\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01675-1-1024x683.jpg\" alt=\"\" class=\"wp-image-30368\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01675-1-1024x683.jpg 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01675-1-300x200.jpg 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01675-1-768x512.jpg 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01675-1-1536x1024.jpg 1536w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01675-1-2048x1365.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01691-scaled.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" data-id=\"30226\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01691-1024x683.jpg\" alt=\"\" class=\"wp-image-30226\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01691-1024x683.jpg 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01691-300x200.jpg 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01691-768x512.jpg 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01691-1536x1024.jpg 1536w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01691-2048x1365.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01721-scaled.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" data-id=\"30244\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01721-1024x683.jpg\" alt=\"\" class=\"wp-image-30244\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01721-1024x683.jpg 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01721-300x200.jpg 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01721-768x512.jpg 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01721-1536x1024.jpg 1536w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01721-2048x1365.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01703-scaled.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" data-id=\"30238\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01703-1024x683.jpg\" alt=\"\" class=\"wp-image-30238\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01703-1024x683.jpg 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01703-300x200.jpg 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01703-768x512.jpg 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01703-1536x1024.jpg 1536w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01703-2048x1365.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01736-scaled.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" data-id=\"30230\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01736-1024x683.jpg\" alt=\"\" class=\"wp-image-30230\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01736-1024x683.jpg 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01736-300x200.jpg 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01736-768x512.jpg 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01736-1536x1024.jpg 1536w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01736-2048x1365.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01748-scaled.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" data-id=\"30240\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01748-1024x683.jpg\" alt=\"\" class=\"wp-image-30240\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01748-1024x683.jpg 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01748-300x200.jpg 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01748-768x512.jpg 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01748-1536x1024.jpg 1536w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01748-2048x1365.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01781-scaled.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"683\" height=\"1024\" data-id=\"30234\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01781-683x1024.jpg\" alt=\"\" class=\"wp-image-30234\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01781-683x1024.jpg 683w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01781-200x300.jpg 200w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01781-768x1152.jpg 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01781-1024x1536.jpg 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01781-1365x2048.jpg 1365w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01781-scaled.jpg 1707w\" sizes=\"(max-width: 683px) 100vw, 683px\" \/><\/a><\/figure>\n<\/figure>\n\n\n<div class=\"wp-block-rte  mb-4 md:mb-8  bg-white p-3 md:p-6\">\n           <h2 class=\"font-bold mb-8 text-blue-medium\">Results of the PINKCC Challenge 2025<\/h2>               <div class=\"flex flex-col md:flex-row flex-wrap gap-2 md:gap-3 lg:gap-8\">\n          <div class=\"w-full\">\n            <div class=\"max-w-none prose \"><p dir=\"auto\" style=\"text-align: justify;\">The first edition of the PINKCC Challenge showcased an exceptional level of expertise and innovation among the participating teams. Four projects were distinguished by the jury for the quality of their approaches and the performance of their algorithms in ovarian tumor segmentation.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-30374 alignleft\" style=\"text-align: justify;\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01914-1-300x200.jpg\" alt=\"\" width=\"300\" height=\"200\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01914-1-300x200.jpg 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01914-1-1024x683.jpg 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01914-1-768x512.jpg 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01914-1-1536x1024.jpg 1536w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01914-1-2048x1365.jpg 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p dir=\"auto\" style=\"text-align: justify;\">\ud83e\udd47 <strong>1st Prize<\/strong>: Team &#8220;<em>PasDePontsPasDeChocolat<\/em>&#8221; (\u00c9cole des Ponts: Alexandre Trani\u00e9, Charles Pr\u00e9voteau,<\/p>\n<p dir=\"auto\" style=\"text-align: justify;\">\u00a0Jeanne MacGregor + University of Namur: Arnaud Bougaham)<\/p>\n<p dir=\"auto\" style=\"text-align: justify;\">Their fine\u2011tuned Ovseg nnUNet model, adapted to the PINKCC dataset, achieved the best score by leveraging large dynamic batch sizing and optimized patch configurations with smaller focus for robust ovarian tumor segmentation.<\/p>\n<p dir=\"auto\">\n<p dir=\"auto\" style=\"text-align: justify;\">\ud83e\udd48<strong> 2nd Prize<\/strong>: Team &#8220;<em>GGEK<\/em>&#8221; (LIRMM\/University of Montpellier: Guillaume Fourret, Guillaume Picaud, K\u00e9vin Planolles, Eug\u00eanio Dias)<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-30339 aligncenter\" style=\"text-align: justify;\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01938-300x200.jpg\" alt=\"\" width=\"300\" height=\"200\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01938-300x200.jpg 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01938-1024x683.jpg 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01938-768x512.jpg 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01938-1536x1024.jpg 1536w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01938-2048x1365.jpg 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p dir=\"auto\" style=\"text-align: justify;\">They refined a pretrained model\u2014a Swin UNETR from the SuPreM suite\u2014on the PINKCC data using MONAI\u2019s fine\u2011tuning toolkit with tailored augmentations.<\/p>\n<p dir=\"auto\">\ud83e\udd49 <strong>3rd Prize<\/strong>: Team &#8220;<em>CERIS<\/em>&#8221; (IMT Mines Al\u00e8s: Gustavo Andrade-Miranda, Abdelhak Imoussaten, Andon Tchechmedjiev, Nicolas Sutton-Charani, Patrice Guyot, Jules Leguy, Baptiste Magnier)<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-30341 alignleft\" style=\"text-align: justify;\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01956-300x200.jpg\" alt=\"\" width=\"300\" height=\"200\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01956-300x200.jpg 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01956-1024x683.jpg 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01956-768x512.jpg 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01956-1536x1024.jpg 1536w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01956-2048x1365.jpg 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p dir=\"auto\" style=\"text-align: justify;\">They began with rigorous data quality control (orientation, annotations, error checking, label distributions), then leveraged nnU\u2011Net across three configurations with three custom preprocessing. Final predictions were ensembled (5 models per variant) and refined via Total Segmentator for robust segmentation.<\/p>\n<p dir=\"auto\">\n<p dir=\"auto\">\n<p dir=\"auto\">\ud83c\udfc5 <strong>4th Prize<\/strong>: Team &#8220;<em>Paneristi<\/em>&#8221; (Epitech Montpellier &amp; Stanford University: Lucas Chapuis, Antoine Azar, Cally Lin, Naryeong Kim)<\/p>\n<p dir=\"auto\" style=\"text-align: justify;\">Their two\u2011stage pipeline started with nnU\u2011Net for initial segmentation (3D full\u2011res, extra soft\u2011tissue channel, 5\u2011model ensemble), then applied a CorrectionNet enhanced with radiomics features (pyradiomics + SHAP\u2011guided feature selection). Post\u2011processing included ROI extraction with safety margins and sliding\u2011window inference for robust outputs.<\/p>\n<p dir=\"auto\"><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-30343 aligncenter\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01966-300x200.jpg\" alt=\"\" width=\"300\" height=\"200\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01966-300x200.jpg 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01966-1024x683.jpg 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01966-768x512.jpg 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01966-1536x1024.jpg 1536w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/DSC01966-2048x1365.jpg 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<\/div>\n          <\/div>\n        <\/div>\n          <\/div>\n\n\n<div class=\"wp-block-rte  mb-4 md:mb-8  bg-white p-3 md:p-6\">\n           <h2 class=\"font-bold mb-8 text-blue-medium\">Partners of the PINKCC Challenge<\/h2>               <div class=\"flex flex-col md:flex-row flex-wrap gap-2 md:gap-3 lg:gap-8\">\n          <div class=\"w-full\">\n            <div class=\"max-w-none prose \"><p dir=\"auto\">The <strong>PINKCC Challenge 2025<\/strong> is much more than a competition; it embodies the international influence of SIRIC Montpellier Cancer. With the support of <strong>MedVall\u00e9e<\/strong> (Montpellier M\u00e9diterran\u00e9e M\u00e9tropole), this initiative demonstrates the ability of our ecosystem of excellence in cancer research to innovate, enhance local expertise, and attract top talent to the region.<\/p>\n<p dir=\"auto\">Strategic partners from industrial, academic, and institutional sectors have come together to ensure the success of this first edition, including:<\/p>\n<ul>\n<li><strong>GSK France<\/strong>, the pharmaceutical company,<\/li>\n<li><strong>Scaleway<\/strong>, a European cloud provider and subsidiary of the Iliad Group,<\/li>\n<li><strong>Cr\u00e9dit Agricole du Languedoc<\/strong>,<\/li>\n<li><strong>Montpellier M\u00e9diterran\u00e9e M\u00e9tropole<\/strong>, through the MedVall\u00e9e initiative.<\/li>\n<\/ul>\n<p dir=\"auto\" style=\"text-align: center;\"><em>Thank you to all our partners for making the 2025 edition a success!<\/em><\/p>\n<p dir=\"auto\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-30091 size-large\" src=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/Visuel_PinkCC_challenge_logos2-1024x768.png\" alt=\"\" width=\"1024\" height=\"768\" srcset=\"https:\/\/montpellier-cancer.com\/wp-content\/uploads\/Visuel_PinkCC_challenge_logos2-1024x768.png 1024w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/Visuel_PinkCC_challenge_logos2-300x225.png 300w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/Visuel_PinkCC_challenge_logos2-768x576.png 768w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/Visuel_PinkCC_challenge_logos2-1536x1152.png 1536w, https:\/\/montpellier-cancer.com\/wp-content\/uploads\/Visuel_PinkCC_challenge_logos2-2048x1536.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<\/div>\n          <\/div>\n        <\/div>\n          <\/div>\n","protected":false},"excerpt":{"rendered":"<p>Initiatives like the PINKCC challenge are really important to spur innovation around important challenges and establish strong, open benchmarks for the scientific community. But, even more importantly, they show a new generation of AI developers that AI can be used to address challenges that really make a difference to people\u2019s lives. Dr Christopher Bridge \u2013<\/p>\n","protected":false},"author":102,"featured_media":30363,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[39],"tags":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Review of the PINKCC Challenge 2025 Grand Finale: Revolutionizing Ovarian Cancer Research with AI - SIRIC<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/montpellier-cancer.com\/en\/review-of-the-pinkcc-challenge-2025-grand-finale-revolutionizing-ovarian-cancer-research-with-ai-2\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Review of the PINKCC Challenge 2025 Grand Finale: Revolutionizing Ovarian Cancer Research with AI - SIRIC\" \/>\n<meta property=\"og:description\" content=\"Initiatives like the PINKCC challenge are really important to spur innovation around important challenges and establish strong, open benchmarks for the scientific community. 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