{"id":25810,"date":"2026-09-04T12:44:40","date_gmt":"2026-09-04T12:44:40","guid":{"rendered":"https:\/\/winkoms.eu\/?post_type=portfolio&#038;p=25810"},"modified":"2026-09-04T12:47:06","modified_gmt":"2026-09-04T12:47:06","slug":"wnk-platform-eines-ia","status":"publish","type":"portfolio","link":"https:\/\/winkoms.eu\/ca\/portfolio\/wnk-platform-eines-ia\/","title":{"rendered":"WNK Platform: YOLO Labeler, QaiFIL Analysis i Trainer App"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row][vc_column][vc_column_text uncode_shortcode_id=&#8221;189636&#8243;]<em>Dades 2025\u20132026 \u00b7 En curs \u00b7 Client: Winkoms (producte intern) \u00b7 Responsable: Francesc Xavier G\u00f3mez<\/em><\/p>\n<h3>El repte<\/h3>\n<p>Tot projecte aplicat de visi\u00f3 per computador comen\u00e7a amb el mateix coll d&#8217;ampolla: convertir imatges de microsc\u00f2pia en brut en dades d&#8217;entrenament etiquetades, i despr\u00e9s entrenar i executar models amb elles \u2014 normalment amb eines separades i desconnectades, sense control d&#8217;acc\u00e9s compartit, gesti\u00f3 de GPU ni seguiment d&#8217;\u00fas.<\/p>\n<h3>La soluci\u00f3<\/h3>\n<p>Winkoms va construir <strong>WNK Platform<\/strong>, una \u00fanica plataforma web autenticada que allotja tres serveis integrats darrere d&#8217;un sol inici de sessi\u00f3:<\/p>\n<ul>\n<li><strong>YOLO Labeler<\/strong> \u2014 etiquetatge d&#8217;imatges per a l&#8217;entrenament de YOLO, amb auto-segmentaci\u00f3 YOLO + SAM 2.1 per accelerar l&#8217;anotaci\u00f3<\/li>\n<li><strong>QaiFIL Analysis<\/strong> \u2014 una eina de detecci\u00f3 i quantificaci\u00f3 de filaments basada en Streamlit (el mateix motor que hi ha darrere del projecte de detecci\u00f3 per fibra \u00f2ptica QaiFIL per a la UB)<\/li>\n<li><strong>Trainer App<\/strong> \u2014 entrenament de models YOLO amb suport de GPU, limitat a una tasca d&#8217;entrenament simult\u00e0nia per protegir els recursos de GPU compartits<\/li>\n<\/ul>\n<p>La plataforma funciona amb una <strong>GPU NVIDIA dedicada de 24 GB de VRAM<\/strong> i registra l&#8217;\u00fas per servei i per usuari \u2014 imatges etiquetades, an\u00e0lisis executades, tasques d&#8217;entrenament llan\u00e7ades \u2014 mitjan\u00e7ant un panell d&#8217;administraci\u00f3 senzill. La interf\u00edcie \u00e9s actualment en catal\u00e0, i es tradueix sense problemes a l&#8217;angl\u00e8s o al castell\u00e0 amb eines del navegador com Google Translate si cal.<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-full\" src=\"https:\/\/winkoms.eu\/wp-content\/uploads\/2026\/09\/wnk-platform-yolo-labeler.png\" alt=\"Interf\u00edcie de YOLO Labeler amb auto-segmentaci\u00f3 SAM\" \/><img decoding=\"async\" class=\"aligncenter size-full\" src=\"https:\/\/winkoms.eu\/wp-content\/uploads\/2026\/09\/wnk-platform-qafil-analysis.png\" alt=\"Interf\u00edcie de QaiFIL Analysis\" \/><img decoding=\"async\" class=\"aligncenter size-full\" src=\"https:\/\/winkoms.eu\/wp-content\/uploads\/2026\/09\/wnk-platform-trainer-app.png\" alt=\"Trainer App mostrant la GPU RTX 3090 dedicada\" \/><\/p>\n<h3>Els resultats<\/h3>\n<p>Una \u00fanica plataforma multiusuari unifica ara tres eines d&#8217;IA pr\u00e8viament separades sota un mateix punt d&#8217;acc\u00e9s autenticat, amb monitoratge de GPU en temps real i comptabilitat d&#8217;\u00fas per servei integrats des del primer dia.<\/p>\n<h3>V\u00eddeo<\/h3>\n<p><\/p>\n<figure class=\"wp-block-embed wp-block-embed-youtube\" style=\"margin: 0 0 2.5em;\">\n<div class=\"wp-embed-aspect-16-9 wp-has-aspect-ratio\"><iframe title=\"QaiFIL WebAPP\" src=\"https:\/\/www.youtube.com\/embed\/h0X35vBOI_o\" width=\"853\" height=\"480\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/div>\n<\/figure>\n<p>\n[\/vc_column_text][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>WNK Platform: una plataforma web unificada, amb GPU dedicada, que agrupa etiquetatge d&#8217;imatges amb IA, an\u00e0lisi de filaments i entrenament de models YOLO \u2014 creada internament per Winkoms per els nostres clients<\/p>\n","protected":false},"author":1,"featured_media":25809,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"open","template":"","meta":{"rs_blank_template":"","rs_page_bg_color":"","slide_template_v7":""},"portfolio_category":[4,48],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - 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