{"id":2664,"date":"2026-04-24T10:34:29","date_gmt":"2026-04-24T10:34:29","guid":{"rendered":"https:\/\/aisolve.ai\/?page_id=2664"},"modified":"2026-05-28T11:01:24","modified_gmt":"2026-05-28T11:01:24","slug":"ain-al-tmoor","status":"publish","type":"page","link":"https:\/\/aisolve.ai\/ar\/ain-al-tmoor\/","title":{"rendered":"Ain Al-Tmoor"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"2664\" class=\"elementor elementor-2664\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-da9c980 e-flex e-con-boxed e-con e-parent\" data-id=\"da9c980\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;video&quot;,&quot;background_play_on_mobile&quot;:&quot;yes&quot;,&quot;background_video_link&quot;:&quot;http:\\\/\\\/aisolve.ai\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/dates-farm-2.mp4&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-background-video-container\">\n\t\t\t\t\t\t\t<video class=\"elementor-background-video-hosted\" role=\"presentation\" autoplay muted playsinline loop><\/video>\n\t\t\t\t\t<\/div><div class=\"elementor-element elementor-element-899949f e-con-full e-flex e-con e-child\" data-id=\"899949f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-52021a7 elementor-widget elementor-widget-heading\" data-id=\"52021a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Revolutionizing Date Classification with Industrial-Grade AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-697c83e elementor-widget elementor-widget-text-editor\" data-id=\"697c83e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span class=\"citation-223\">Moving beyond the human ceiling with <\/span><b data-path-to-node=\"3,1,1,0\" data-index-in-node=\"51\"><span class=\"citation-223\">Ain Al-Tmoor <\/span><\/b><span class=\"citation-223\">a dual-stream deep learning system achieving <\/span><b data-path-to-node=\"3,1,1,0\" data-index-in-node=\"109\"><span class=\"citation-223\">86.32% accuracy<\/span><\/b><span class=\"citation-223\"> across 30 cultivar varieties at industrial scale<\/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-6af1d32 e-con-full e-flex e-con e-child\" data-id=\"6af1d32\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-da57e78 elementor-widget elementor-widget-image\" data-id=\"da57e78\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"916\" src=\"https:\/\/aisolve.ai\/wp-content\/uploads\/2026\/05\/LOGO-png-1024x916.png\" class=\"attachment-large size-large wp-image-2811\" alt=\"\" srcset=\"https:\/\/aisolve.ai\/wp-content\/uploads\/2026\/05\/LOGO-png-1024x916.png 1024w, https:\/\/aisolve.ai\/wp-content\/uploads\/2026\/05\/LOGO-png-300x268.png 300w, https:\/\/aisolve.ai\/wp-content\/uploads\/2026\/05\/LOGO-png-768x687.png 768w, https:\/\/aisolve.ai\/wp-content\/uploads\/2026\/05\/LOGO-png-1536x1373.png 1536w, https:\/\/aisolve.ai\/wp-content\/uploads\/2026\/05\/LOGO-png-2048x1831.png 2048w, https:\/\/aisolve.ai\/wp-content\/uploads\/2026\/05\/LOGO-png-13x12.png 13w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b2c6b72 e-flex e-con-boxed e-con e-parent\" data-id=\"b2c6b72\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fb7447d elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"fb7447d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Industry Challenge<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e18d8f4 e-grid e-con-full elementor-invisible e-con e-child\" data-id=\"e18d8f4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeInUp&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9ae5127 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"9ae5127\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Scaling Quality in a Billion-Dollar Industry<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-df5ea8a e-con-full values-box e-flex e-con e-child\" data-id=\"df5ea8a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c083ff7 elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"c083ff7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-truck1\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tImmense Volume\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tProcessing over 60,000 truckloads per season requires speed that manual labor cannot sustain\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a56c917 e-con-full values-box e-flex e-con e-child\" data-id=\"a56c917\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5ef0bf1 elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"5ef0bf1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-user-alt-slash\" viewbox=\"0 0 640 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M633.8 458.1L389.6 269.3C433.8 244.7 464 198.1 464 144 464 64.5 399.5 0 320 0c-67.1 0-123 46.1-139 108.2L45.5 3.4C38.5-2 28.5-.8 23 6.2L3.4 31.4c-5.4 7-4.2 17 2.8 22.4l588.4 454.7c7 5.4 17 4.2 22.5-2.8l19.6-25.3c5.4-6.8 4.1-16.9-2.9-22.3zM198.4 320C124.2 320 64 380.2 64 454.4v9.6c0 26.5 21.5 48 48 48h382.2L245.8 320h-47.4z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tThe Human Ceiling\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tHuman accuracy fluctuates between 70-85% and degrades further due to fatigue during long shifts\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-87b1c29 e-con-full values-box e-flex e-con e-child\" data-id=\"87b1c29\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c87440b elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"c87440b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-eye-slash\" viewbox=\"0 0 640 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M634 471L36 3.51A16 16 0 0 0 13.51 6l-10 12.49A16 16 0 0 0 6 41l598 467.49a16 16 0 0 0 22.49-2.49l10-12.49A16 16 0 0 0 634 471zM296.79 146.47l134.79 105.38C429.36 191.91 380.48 144 320 144a112.26 112.26 0 0 0-23.21 2.47zm46.42 219.07L208.42 260.16C210.65 320.09 259.53 368 320 368a113 113 0 0 0 23.21-2.46zM320 112c98.65 0 189.09 55 237.93 144a285.53 285.53 0 0 1-44 60.2l37.74 29.5a333.7 333.7 0 0 0 52.9-75.11 32.35 32.35 0 0 0 0-29.19C550.29 135.59 442.93 64 320 64c-36.7 0-71.71 7-104.63 18.81l46.41 36.29c18.94-4.3 38.34-7.1 58.22-7.1zm0 288c-98.65 0-189.08-55-237.93-144a285.47 285.47 0 0 1 44.05-60.19l-37.74-29.5a333.6 333.6 0 0 0-52.89 75.1 32.35 32.35 0 0 0 0 29.19C89.72 376.41 197.08 448 320 448c36.7 0 71.71-7.05 104.63-18.81l-46.41-36.28C359.28 397.2 339.89 400 320 400z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tVisual Ambiguity\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tVarieties like Fard, Fard-Liwa, and Anwan are nearly identical, leading to batch contamination and export failures if misclassified\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/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-9d321c8 e-flex e-con-boxed e-con e-parent\" data-id=\"9d321c8\" data-element_type=\"container\" data-e-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<div class=\"elementor-element elementor-element-ab2eca2 e-con-full e-flex e-con e-child\" data-id=\"ab2eca2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b39d63f elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"b39d63f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Intelligence That Sees the Unseen<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-007cabc elementor-widget elementor-widget-ucaddon_uc_material_bullets\" data-id=\"007cabc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"ucaddon_uc_material_bullets.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<!-- start Icon Bullets -->\n\t\t<link id='font-awesome-css' href='https:\/\/aisolve.ai\/wp-content\/plugins\/unlimited-elements-for-elementor-premium\/assets_libraries\/font-awesome6\/fontawesome-all.min.css' type='text\/css' rel='stylesheet' >\n\t\t<link id='font-awesome-4-shim-css' href='https:\/\/aisolve.ai\/wp-content\/plugins\/unlimited-elements-for-elementor-premium\/assets_libraries\/font-awesome6\/fontawesome-v4-shims.min.css' type='text\/css' rel='stylesheet' >\n\n<style>\/* widget: Icon Bullets *\/\n\n\r\n@keyframes uc_uc_material_bullets_elementor_007cabc__item-animation {\r\n  0% {\r\n            transform: translateY(100px);\r\n        \t        \tfilter: blur(10px);\r\n\t\t\t\r\n    \t    opacity: 0;\r\n  }\r\n  100% {\r\n            transform: translateY(0px);\r\n        \t            filter: blur(0px);\r\n            \r\n    \t\topacity: 1;\r\n  }\r\n}\r\n\r\n\r\n#uc_uc_material_bullets_elementor_007cabc .uc_material_bullets_row{\r\n\topacity:0;\r\n}\r\n\r\n\r\n#uc_uc_material_bullets_elementor_007cabc .uc-entrance-animate {\r\n  opacity:1;\r\n}\r\n\r\n#uc_uc_material_bullets_elementor_007cabc .uc-entrance-animate {\r\n\tanimation: uc_uc_material_bullets_elementor_007cabc__item-animation 0.6s cubic-bezier(0.470, 0.000, 0.745, 0.715) both;\r\n}\r\n\r\n\t\t\t\n\n#uc_uc_material_bullets_elementor_007cabc *{\n\t-webkit-box-sizing: border-box;\n\t-moz-box-sizing: border-box;\n\tbox-sizing: border-box;\n}\n\n#uc_uc_material_bullets_elementor_007cabc .ue-icon-wrapper{\n\tdisplay: flex;\n}\n\n#uc_uc_material_bullets_elementor_007cabc .ue-icon{\n  display:flex;\n  align-items:center;\n  justify-content:center;\n  flex-grow:0;\n  flex-shrink:0;\n  line-height:1em;\n  transition:0.3s;\n}\n\n#uc_uc_material_bullets_elementor_007cabc .ue-icon svg{\n  height:1em;\n  width:1em;\n}\n\n#uc_uc_material_bullets_elementor_007cabc .uc_material_bullets_row{\n\tfont-weight:400;\n\toverflow:hidden;\n\tdisplay:flex;\n\tposition:relative;\n\ttext-align:left;\n\twidth:100%;   \n    transition:0.3s;\n}\n\n#uc_uc_material_bullets_elementor_007cabc .uc_material_bullets_row a.ue-item-link{\n  position:absolute;\n  display:block;\n  top:0;\n  right:0;\n  left:0;\n  bottom:0;\n}\n\n#uc_uc_material_bullets_elementor_007cabc .uc_material_bullets_row:last-child{\n\tmargin-bottom:0px !important;\n}\n\n\n#uc_uc_material_bullets_elementor_007cabc .uc_material_bullets_row {\n\tposition:relative;\n\tvertical-align:middle;\n}\n\n#uc_uc_material_bullets_elementor_007cabc .uc_material_bullets_row .uc_content_box{\n\tdisplay:flex;\n    flex-direction:column;\n    justify-content:center;\n    align-items: flex-start;\n    flex-grow:1;\n}\n\n#uc_uc_material_bullets_elementor_007cabc .ue-bullets{\n  display:grid;\n}\n\n#uc_uc_material_bullets_elementor_007cabc .ue-text, \n#uc_uc_material_bullets_elementor_007cabc .ue-title, \n#uc_uc_material_bullets_elementor_007cabc .ue-seperator{\n  width:100%;\n}\n\n#uc_uc_material_bullets_elementor_007cabc .ue-seperator-line{\n  display:inline-block;\n  font-size:0px;\n}\n\n#uc_uc_material_bullets_elementor_007cabc .ue-seperator{\n  font-size:0px;\n}\n\n#uc_uc_material_bullets_elementor_007cabc.uc-remote-parent .uc_material_bullets_row{\n  cursor:pointer;\n}\n\n.ue-title{\n  font-size:21px;\n  margin:0;\n}\n\n#uc_uc_material_bullets_elementor_007cabc .uc_content_box > *{\n  transition: all .3s;\n}\n\n<\/style>\n\n<div class=\"uc_material_bullets\"  id=\"uc_uc_material_bullets_elementor_007cabc\"  >   \t\n    \t<div class=\"ue-bullets uc-items-wrapper\">\n          \t<div class=\"uc_material_bullets_row elementor-repeater-item-123a071\">\n  <div class=\"ue-icon-wrapper\">\n              <div class=\"ue-icon\">\n                    <i class='far fa-eye'><\/i>                    \t\n\n                \n              <\/div>\n  <\/div>\n  <div class=\"uc_content_box uc_ceal\">\n    <div class=\"ue-title\">Dual-Stream Architecture<\/div>\n    \n    \t\n    \n    <div class=\"ue-text\">A novel dual stream system combining DINOv3-Large Vision Transformers with domain-adaptive texture encoding<\/div>\t\n  <\/div>\n    \t\n<\/div>\n<div class=\"uc_material_bullets_row elementor-repeater-item-d1da007\">\n  <div class=\"ue-icon-wrapper\">\n              <div class=\"ue-icon\">\n                    <i class='fas fa-search'><\/i>                    \t\n\n                \n              <\/div>\n  <\/div>\n  <div class=\"uc_content_box uc_ceal\">\n    <div class=\"ue-title\">Beyond Pixels<\/div>\n    \n    \t\n    \n    <div class=\"ue-text\">Our model captures spatial structures and surface cues (color histograms and texture patterns) to distinguish between confusable clusters<\/div>\t\n  <\/div>\n    \t\n<\/div>\n<div class=\"uc_material_bullets_row elementor-repeater-item-192b825\">\n  <div class=\"ue-icon-wrapper\">\n              <div class=\"ue-icon\">\n                    <i class='icon icon-camera-video'><\/i>                    \t\n\n                \n              <\/div>\n  <\/div>\n  <div class=\"uc_content_box uc_ceal\">\n    <div class=\"ue-title\">Video-Based Inference<\/div>\n    \n    \t\n    \n    <div class=\"ue-text\">Real-time frame extraction at 10 FPS with majority voting aggregation for high-confidence results<\/div>\t\n  <\/div>\n    \t\n<\/div>\n\n      <\/div>\n<\/div>\n<!-- end Icon Bullets -->\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-987a2ef e-flex e-con-boxed e-con e-parent\" data-id=\"987a2ef\" data-element_type=\"container\" data-e-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-b06affc elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"b06affc\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How It Works<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d484053 elementor-widget elementor-widget-ucaddon_unlimited_timeline\" data-id=\"d484053\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"ucaddon_unlimited_timeline.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<!-- start Unlimited Timeline -->\n\n<style>\/* widget: Unlimited Timeline *\/\n\n\r\n@keyframes uc_unlimited_timeline_elementor_d484053__item-animation {\r\n  0% {\r\n            transform: translateY(100px);\r\n        \t        \tfilter: blur(10px);\r\n\t\t\t\r\n    \t    opacity: 0;\r\n  }\r\n  100% {\r\n            transform: translateY(0px);\r\n        \t            filter: blur(0px);\r\n            \r\n    \t\topacity: 1;\r\n  }\r\n}\r\n\r\n\r\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item{\r\n\topacity:0;\r\n}\r\n\r\n\r\n#uc_unlimited_timeline_elementor_d484053 .uc-entrance-animate {\r\n  opacity:1;\r\n}\r\n\r\n#uc_unlimited_timeline_elementor_d484053 .uc-entrance-animate {\r\n\tanimation: uc_unlimited_timeline_elementor_d484053__item-animation 0.6s cubic-bezier(0.470, 0.000, 0.745, 0.715) both;\r\n}\r\n\r\n\t\t\t\n\n#uc_unlimited_timeline_elementor_d484053{\n  direction:ltr;\n}\n\n#uc_unlimited_timeline_elementor_d484053 *{\n  box-sizing:border-box;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item{\n  display:flex;\n  flex-direction:row-reverse;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_icon{\n  display:flex;\n  flex-direction:column;\n  align-items:center;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_icon_line{\n  flex-grow:1;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_icon_line_offset{\n  flex-grow:0;\n  flex-shrink:0;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_icon_holder{\n  display:flex;\n  justify-content:center;\n  align-items:center;\n  line-height:1em;\n  flex-direction:column;\n  transition: all 0.4s ease-in-out;\n  text-align: center;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_icon_holder svg{\n  height:1em;\n  width:1em;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_content{\n  flex:1;\n  flex-shrink:0;\n  flex-direction:row-reverse;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_spacer{\n  flex:1;\n  flex-shrink:0;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_content_main{\n  flex-grow:1;\n  word-break: break-word;\n  transition: all .3s;\n  position: relative;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_content_main_link{\n  position: absolute;\n  width: 100%;\n  height: 100%;\n  left: 0;\n  top: 0;\n  display: block;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_content{\n  display:flex;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_pointer_spacer{\n  flex-grow:0;\n  flex-shrink:0;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_icon{\n  flex-grow:0;\n  flex-shrink:0;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_pointer{  \n  flex-grow:0;\n  flex-shrink:0;\n  margin-top:0px;\n  position:relative;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item .ue_timeline_item_content .ue_timeline_item_pointer .ue_timeline_item_pointer_inside{\n  position:relative;\n  clip-path: polygon(0 50%, 100% 0, 100% 100%);\n  transition: all .3s;\n}\n\n  #uc_unlimited_timeline_elementor_d484053 .ue_timeline_item:last-child .ue_timeline_item_icon_line{\n    display:none;\n  }\n\t\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item:last-child .ue_timeline_item_content{\n  margin-bottom:0px;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_spacer  {\n  display:none;\n}\n\n  #uc_unlimited_timeline_elementor_d484053 .ue_timeline_item:nth-child(odd)    {\n   flex-direction:row;\n  }\n\n  #uc_unlimited_timeline_elementor_d484053 .ue_timeline_item:nth-child(odd) .ue_timeline_item_content{\n   flex-direction:row;\n  } \n\n  #uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_spacer  {\n    display:block;\n  }\n\n  #uc_unlimited_timeline_elementor_d484053 .ue_timeline_item:nth-child(odd) .ue_timeline_item_content .ue_timeline_item_pointer .ue_timeline_item_pointer_inside{ \n   clip-path: polygon(100% 50%, 0 0, 0 100%);\n  }\n\t\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_button{\n\tdisplay: flex;\n  \talign-items: center;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_link{\n\tcursor: pointer;\n  \ttransition: all .3s;\n}\n\n\n.ue_timeline_item_title{\n  font-size:21px;\n}\n\n.ue_text_one, .ue_text_two, .ue_text_three{\n  font-size:14px;\n  line-height:1.1em;\n}\n\n.ue_timeline_item_icon_line_mask, .ue_timeline_item_icon_line_offset_mask {\n  width: 100%;\n  height: 0%;\n  max-height: 100%;\n  will-change: height;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_line_icon_holder{\n  position: relative;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_line_floating_icon,\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_line_floating_icon-offset{\n  position: absolute;\n  bottom: 0;\n  left: 50%;\n  transform: translate(-50%, 0%);\n  opacity: 0;\n  display: none;\n    display: none !important;\n  }\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_floating_icon{\n  display:flex;\n  opacity: 1;\n  justify-content:center;\n  align-items:center;\n  line-height:1em;\n  flex-direction:column;\n  transition: all 0.4s ease-in-out;\n  text-align: center;\n}\n  \n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_image{\nobject-fit: cover;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_content_inside{\n  position:relative;\n}\n\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_content_main{\n  position:relative;\n  overflow:hidden;\n}\n\n\n@media only screen and (max-width: 768px) {\n  #uc_unlimited_timeline_elementor_d484053 .ue_timeline_item{\n    flex-direction:row-reverse !important;\n  }\n\n  #uc_unlimited_timeline_elementor_d484053 .ue_timeline_item .ue_timeline_item_content{\n   flex-direction:row-reverse !important;\n  }\n  \n  #uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_spacer  {\n    display:none;\n  }\n  \n  #uc_unlimited_timeline_elementor_d484053 .ue_timeline_item .ue_timeline_item_content .ue_timeline_item_pointer .ue_timeline_item_pointer_inside  { \n   clip-path: polygon(0 50%, 100% 0, 100% 100%) !important;\n  }  \n}\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item_img_wrapper{\n  display: flex;\n}\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item:nth-child(even) .ue_timeline_item_img_wrapper{\n  justify-content: flex-end;\n}\n#uc_unlimited_timeline_elementor_d484053 .ue_timeline_item:nth-child(odd) .ue_timeline_item_img_wrapper{\n  justify-content: flex-start;\n}\n\t\n\n\n\n\n\n\t\n\n\n\n\n\n\t\n\n\n\n\n\n\t\n\n\n\n\n\n\n\n<\/style>\n\n<div id=\"uc_unlimited_timeline_elementor_d484053\" class=\"uc-items-wrapper\"  >\n  \n<div class=\"ue_timeline_item elementor-repeater-item-ef4d510\" id=\"uc_unlimited_timeline_elementor_d484053_item1\">\n    <div class=\"ue_timeline_item_content\">\n      \n      <div class=\"ue_timeline_item_content_main\">\n        \n                \n        <div class=\"ue_timeline_item_content_inside\">\n                <div class=\"ue_timeline_item_title\" >On-Site Video Capture<\/div>                <div class=\"ue_timeline_item_text\"><p>At the farm or receiving center, the user records a high-definition video of the date pallet. This multi-angle, 3D perspective overcomes the limitations of static 2D imaging<\/p><\/div>\t\n      \t          \n        <\/div>\n              <\/div>\n      \n            <div class=\"ue_timeline_item_pointer\">\n        <div class=\"ue_timeline_item_pointer_inside\"><\/div>\n      <\/div>\n            \n      <div class=\"ue_timeline_item_pointer_spacer\"><\/div>\n      \n    <\/div>\n  \n    <div class=\"ue_timeline_item_icon\">\n      <div class=\"ue_timeline_item_icon_line_offset\">\n      \t<div class=\"ue_timeline_item_icon_line_offset_mask ue_timeline_item_line_icon_holder\">\n          <div class=\"ue_timeline_item_line_floating_icon-offset ue_timeline_floating_icon\"><i class='fas fa-rocket'><\/i><\/div>\n        <\/div>\n      <\/div>\n      <div class=\"ue_timeline_item_icon_holder\">\n                                      <\/div>\n      \n      <div class=\"ue_timeline_item_icon_line\">\n      \t<div class=\"ue_timeline_item_icon_line_mask ue_timeline_item_line_icon_holder\">\n          <div class=\"ue_timeline_item_line_floating_icon ue_timeline_floating_icon\"><i class='fas fa-rocket'><\/i><\/div>\n        <\/div>\n      <\/div>\n      \n    <\/div>\n    <div class=\"ue_timeline_item_spacer\">\n        \t<\/div>\n  <\/div>\n\n<div class=\"ue_timeline_item elementor-repeater-item-5c16561\" id=\"uc_unlimited_timeline_elementor_d484053_item2\">\n    <div class=\"ue_timeline_item_content\">\n      \n      <div class=\"ue_timeline_item_content_main\">\n        \n                \n        <div class=\"ue_timeline_item_content_inside\">\n                <div class=\"ue_timeline_item_title\" >Secure Digital Upload<\/div>                <div class=\"ue_timeline_item_text\"><p>The user uploads the video to the <b data-path-to-node=\"0\" data-index-in-node=\"34\">Ain Al-Tmoor<\/b> web platform and requests a classification, triggering the industrial inference pipeline on <b data-path-to-node=\"0\" data-index-in-node=\"139\">Microsoft Azure<\/b><\/p><\/div>\t\n      \t          \n        <\/div>\n              <\/div>\n      \n            <div class=\"ue_timeline_item_pointer\">\n        <div class=\"ue_timeline_item_pointer_inside\"><\/div>\n      <\/div>\n            \n      <div class=\"ue_timeline_item_pointer_spacer\"><\/div>\n      \n    <\/div>\n  \n    <div class=\"ue_timeline_item_icon\">\n      <div class=\"ue_timeline_item_icon_line_offset\">\n      \t<div class=\"ue_timeline_item_icon_line_offset_mask ue_timeline_item_line_icon_holder\">\n          <div class=\"ue_timeline_item_line_floating_icon-offset ue_timeline_floating_icon\"><i class='fas fa-rocket'><\/i><\/div>\n        <\/div>\n      <\/div>\n      <div class=\"ue_timeline_item_icon_holder\">\n                                      <\/div>\n      \n      <div class=\"ue_timeline_item_icon_line\">\n      \t<div class=\"ue_timeline_item_icon_line_mask ue_timeline_item_line_icon_holder\">\n          <div class=\"ue_timeline_item_line_floating_icon ue_timeline_floating_icon\"><i class='fas fa-rocket'><\/i><\/div>\n        <\/div>\n      <\/div>\n      \n    <\/div>\n    <div class=\"ue_timeline_item_spacer\">\n        \t<\/div>\n  <\/div>\n\n<div class=\"ue_timeline_item elementor-repeater-item-6ddbf1d\" id=\"uc_unlimited_timeline_elementor_d484053_item3\">\n    <div class=\"ue_timeline_item_content\">\n      \n      <div class=\"ue_timeline_item_content_main\">\n        \n                \n        <div class=\"ue_timeline_item_content_inside\">\n                <div class=\"ue_timeline_item_title\" >Advanced Frame-by-Frame Processing<\/div>                <div class=\"ue_timeline_item_text\"><p>The model extracts frames at <b data-path-to-node=\"0\" data-index-in-node=\"29\">10 fps<\/b>, feeding them into a <b data-path-to-node=\"0\" data-index-in-node=\"57\">dual stream architecture<\/b> that combines Vision Transformer spatial analysis with surface texture and color cues. A <b data-path-to-node=\"0\" data-index-in-node=\"171\">majority voting<\/b> system then aggregates these results to determine the final classification<\/p><\/div>\t\n      \t          \n        <\/div>\n              <\/div>\n      \n            <div class=\"ue_timeline_item_pointer\">\n        <div class=\"ue_timeline_item_pointer_inside\"><\/div>\n      <\/div>\n            \n      <div class=\"ue_timeline_item_pointer_spacer\"><\/div>\n      \n    <\/div>\n  \n    <div class=\"ue_timeline_item_icon\">\n      <div class=\"ue_timeline_item_icon_line_offset\">\n      \t<div class=\"ue_timeline_item_icon_line_offset_mask ue_timeline_item_line_icon_holder\">\n          <div class=\"ue_timeline_item_line_floating_icon-offset ue_timeline_floating_icon\"><i class='fas fa-rocket'><\/i><\/div>\n        <\/div>\n      <\/div>\n      <div class=\"ue_timeline_item_icon_holder\">\n                                      <\/div>\n      \n      <div class=\"ue_timeline_item_icon_line\">\n      \t<div class=\"ue_timeline_item_icon_line_mask ue_timeline_item_line_icon_holder\">\n          <div class=\"ue_timeline_item_line_floating_icon ue_timeline_floating_icon\"><i class='fas fa-rocket'><\/i><\/div>\n        <\/div>\n      <\/div>\n      \n    <\/div>\n    <div class=\"ue_timeline_item_spacer\">\n        \t<\/div>\n  <\/div>\n\n<div class=\"ue_timeline_item elementor-repeater-item-fddbaf9\" id=\"uc_unlimited_timeline_elementor_d484053_item4\">\n    <div class=\"ue_timeline_item_content\">\n      \n      <div class=\"ue_timeline_item_content_main\">\n        \n                \n        <div class=\"ue_timeline_item_content_inside\">\n                <div class=\"ue_timeline_item_title\" >Automated Classification Output<\/div>                <div class=\"ue_timeline_item_text\"><p>The system identifies the date variety from <b data-path-to-node=\"0\" data-index-in-node=\"44\">30 supported classes<\/b>, providing a <b data-path-to-node=\"0\" data-index-in-node=\"78\">confidence score<\/b> for reliability. Any mismatch between the prediction and the farmer's declaration is automatically flagged for <b data-path-to-node=\"0\" data-index-in-node=\"206\">two-tier human verification<\/b> before routing<\/p><\/div>\t\n      \t          \n        <\/div>\n              <\/div>\n      \n            <div class=\"ue_timeline_item_pointer\">\n        <div class=\"ue_timeline_item_pointer_inside\"><\/div>\n      <\/div>\n            \n      <div class=\"ue_timeline_item_pointer_spacer\"><\/div>\n      \n    <\/div>\n  \n    <div class=\"ue_timeline_item_icon\">\n      <div class=\"ue_timeline_item_icon_line_offset\">\n      \t<div class=\"ue_timeline_item_icon_line_offset_mask ue_timeline_item_line_icon_holder\">\n          <div class=\"ue_timeline_item_line_floating_icon-offset ue_timeline_floating_icon\"><i class='fas fa-rocket'><\/i><\/div>\n        <\/div>\n      <\/div>\n      <div class=\"ue_timeline_item_icon_holder\">\n                                      <\/div>\n      \n      <div class=\"ue_timeline_item_icon_line\">\n      \t<div class=\"ue_timeline_item_icon_line_mask ue_timeline_item_line_icon_holder\">\n          <div class=\"ue_timeline_item_line_floating_icon ue_timeline_floating_icon\"><i class='fas fa-rocket'><\/i><\/div>\n        <\/div>\n      <\/div>\n      \n    <\/div>\n    <div class=\"ue_timeline_item_spacer\">\n        \t<\/div>\n  <\/div>\n \n<\/div>\n<!-- end Unlimited Timeline -->\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-729a069 e-flex e-con-boxed e-con e-parent\" data-id=\"729a069\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1c2c964 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"1c2c964\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Model Results<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-626a5f8 e-grid e-con-full elementor-invisible e-con e-child\" data-id=\"626a5f8\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeInUp&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-7a4ecf9 e-con-full e-flex e-con e-child\" data-id=\"7a4ecf9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a64c54e elementor-widget elementor-widget-heading\" data-id=\"a64c54e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Model Results &amp; Performance<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1155bee elementor-widget elementor-widget-text-editor\" data-id=\"1155bee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"47\" data-end=\"312\"><span data-path-to-node=\"4,0\"><b data-path-to-node=\"4,0\" data-index-in-node=\"0\"><span class=\"citation-309\">Ain Al-Tmoor<\/span><\/b><span class=\"citation-309\"> sets a new state-of-the-art benchmark for fine-grained agricultural classification, specifically designed to handle the visual complexities of 30 distinct date cultivars<\/span><\/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-5d0745d e-con-full e-flex e-con e-child\" data-id=\"5d0745d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ee5b804 elementor-widget elementor-widget-ucaddon_uc_vertical_progress_bar\" 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\n        <\/div>\n      <div class=\"blox-bar-heading\">\n                 \n          <div class=\"blox-border-bar-percentage progress-eight__label\"> <\/div>\n          <span class=\"ue-symbol\">%<\/span>\n          <div class=\"blox-bar-title\">Accuracy<\/div>\n          \n         \n        \n        \n      <\/div>\n\t<\/div>\n  \t\n<\/div>\n<!-- end Vertical Progress Bar -->\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45a50a5 elementor-widget elementor-widget-ucaddon_uc_vertical_progress_bar\" data-id=\"45a50a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"ucaddon_uc_vertical_progress_bar.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<!-- start Vertical Progress Bar -->\n\n<style>\/* widget: Vertical Progress Bar *\/\n\n.blox-mega-bar-counter-number-inside .blox-border-bar {\n   \n  \tmargin: 0 auto;\n}\n\n\n\n\n<\/style>\n\n<div class=\"blox-mega-bar-counter-number-inside\" 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