{"id":88383,"date":"2023-12-01T17:02:14","date_gmt":"2023-12-01T17:02:14","guid":{"rendered":"https:\/\/www.seeedstudio.com\/blog\/?p=88383"},"modified":"2024-03-11T09:23:31","modified_gmt":"2024-03-11T09:23:31","slug":"highlights-and-winners-of-the-2023-tinyml-challenge","status":"publish","type":"post","link":"https:\/\/www.seeedstudio.com\/blog\/2023\/12\/01\/highlights-and-winners-of-the-2023-tinyml-challenge\/","title":{"rendered":"Highlights and Winners of the 2023 tinyML Challenge"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"88383\" class=\"elementor elementor-88383\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c932ef4 e-flex e-con-boxed e-con e-parent\" data-id=\"c932ef4\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a7e7e82 elementor-widget elementor-widget-text-editor\" data-id=\"a7e7e82\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c7cf6e\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>Hey Community,<\/p><p>This week marks the grand finale of <a href=\"https:\/\/www.seeedstudio.com\/blog\/2023\/08\/11\/tinyml-challenges-2023\/\"><span style=\"color: #99cc00;\">the 2023 tinyML Challenge<\/span><\/a>, a journey that began in August and witnessed the <strong>participation of 91 individuals from over 20 countries. With 14 teams submitting a total of 44 innovative solutions<\/strong>, the challenge showcased the global enthusiasm for developing cost-effective, low-power, and reliable tinyML solutions.<\/p><p>This year, <strong>Seeed Studio has the opportunity to provide hardware support for participants to aid in their development efforts<\/strong>, including: <span style=\"color: #99cc00;\">SenseCAP K1100<\/span> x 1pcs; <a href=\"https:\/\/www.seeedstudio.com\/xiao-series-page\"><span style=\"color: #99cc00;\">XIAO<\/span><\/a> + <a href=\"https:\/\/www.seeedstudio.com\/Grove-Shield-for-Seeeduino-XIAO-p-4621.html\"><span style=\"color: #99cc00;\">Grove Base for XIAO<\/span><\/a> x 1pcs + <a href=\"https:\/\/www.seeedstudio.com\/grove-selectable-creator-kit-p-5745.html\"><span style=\"color: #99cc00;\">Grove Sensors<\/span><\/a> x 5pcs; <a href=\"https:\/\/www.seeedstudio.com\/MICRO-BIT-SBC-BOARD-ONLY-V2-2-p-5294.html\"><span style=\"color: #99cc00;\">Micro:Bit V2.2<\/span><\/a> x 1pcs + <a href=\"https:\/\/www.seeedstudio.com\/CH-BitMaker-V2-p-5330.html\"><span style=\"color: #99cc00;\">BitMaker_V2 \u2013 JST<\/span><\/a> x 1pcs + <a href=\"https:\/\/www.seeedstudio.com\/grove-selectable-creator-kit-p-5745.html\"><span style=\"color: #99cc00;\">Grove Sensors<\/span><\/a> x 5pcs. <span style=\"color: #99cc00;\">In total, 15 hardware kits were distributed to different applicants<\/span>, with projects focusing on the three problem statements: \u2460Next-Gen tinyML Smart Weather Station, \u2461Crop disease detection, \u2462Wildlife monitoring.<\/p>\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-b5361cc e-flex e-con-boxed e-con e-parent\" data-id=\"b5361cc\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-087a1de elementor-widget elementor-widget-image\" data-id=\"087a1de\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c7e732\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/\u56fe\u72471-1030x580.png\" class=\"attachment-large size-large wp-image-88387\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/\u56fe\u72471-1030x580.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/\u56fe\u72471-300x169.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/\u56fe\u72471-768x432.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/\u56fe\u72471-1536x865.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/\u56fe\u72471-1024x577.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/\u56fe\u72471.png 2000w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\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-dd283e8 e-flex e-con-boxed e-con e-parent\" data-id=\"dd283e8\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1f4605b elementor-widget elementor-widget-text-editor\" data-id=\"1f4605b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c7f57a\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>With the judges\u2019 evaluations and discussions, on November 27th, the<a href=\"https:\/\/aiforgood.itu.int\/event\/2023-tinyml-challenge-finale\/\"> online finale<\/a> revealed the winners for two problem statements: Plant Disease Detection and Wildlife Monitoring. Let&#8217;s congratulate the outstanding projects and their creators!<\/p>\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-b7f0c8f e-flex e-con-boxed e-con e-parent\" data-id=\"b7f0c8f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-62a91b0 elementor-widget elementor-widget-heading\" data-id=\"62a91b0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c806cd\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h4 class=\"elementor-heading-title elementor-size-default\">Problem Statement: Plant Disease Detection<\/h4>\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-79f1cf6 e-flex e-con-boxed e-con e-parent\" data-id=\"79f1cf6\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a457267 elementor-widget elementor-widget-text-editor\" data-id=\"a457267\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c8156e\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><strong>1. Tiny Mono \u2013 First place \u2013 Mohanasundaram SV, Purushothaman R, and Ramasamy Srinivasagan<\/strong><\/p><p>&#8220;The agricultural sector faces several challenges in its efforts to increase production. One of the biggest challenges are diseases and insect pests that destroy crops and lead to a decline in production. <span style=\"color: #99cc00;\">This work adopts modern technological advancements in Deep learning by developing a comprehensive Tiny ML application in disease detection.<\/span> The application will give farmers the knowledge and tols they need to make data-driven decisions such as disease management. Specifically, we present two classes of techniques: first, the application o<span style=\"color: #99cc00;\">f image processing techniques related to ML algorithms and second, the application of deep learning in disease detection<\/span>.&#8221;<\/p>\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-4e5ae1a e-flex e-con-boxed e-con e-parent\" data-id=\"4e5ae1a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fe7367d elementor-widget elementor-widget-image-gallery\" data-id=\"fe7367d\" data-element_type=\"widget\" data-widget_type=\"image-gallery.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c84df1\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"elementor-image-gallery\">\n\t\t\t<div id='gallery-1' class='gallery galleryid-88383 gallery-columns-3 gallery-size-large'><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"fe7367d\" data-elementor-lightbox-title=\"mono1\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6ODgzOTUsInVybCI6Imh0dHBzOlwvXC93d3cuc2VlZWRzdHVkaW8uY29tXC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMlwvbW9ubzEucG5nIiwic2xpZGVzaG93IjoiZmU3MzY3ZCJ9\" href='https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono1.png'><img decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono1-1030x579.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono1-1030x579.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono1-300x169.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono1-768x432.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono1-1536x864.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono1-1024x576.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono1.png 1920w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"fe7367d\" data-elementor-lightbox-title=\"mono2\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6ODgzOTYsInVybCI6Imh0dHBzOlwvXC93d3cuc2VlZWRzdHVkaW8uY29tXC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMlwvbW9ubzIucG5nIiwic2xpZGVzaG93IjoiZmU3MzY3ZCJ9\" href='https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono2.png'><img decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono2-1030x579.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono2-1030x579.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono2-300x169.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono2-768x432.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono2-1536x864.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono2-1024x576.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono2.png 1920w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"fe7367d\" data-elementor-lightbox-title=\"mono4\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6ODgzOTcsInVybCI6Imh0dHBzOlwvXC93d3cuc2VlZWRzdHVkaW8uY29tXC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMlwvbW9ubzQucG5nIiwic2xpZGVzaG93IjoiZmU3MzY3ZCJ9\" href='https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono4.png'><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono4-1030x579.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono4-1030x579.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono4-300x169.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono4-768x432.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono4-1536x864.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono4-1024x576.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono4.png 1920w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"fe7367d\" data-elementor-lightbox-title=\"moni3\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6ODgzOTQsInVybCI6Imh0dHBzOlwvXC93d3cuc2VlZWRzdHVkaW8uY29tXC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMlwvbW9uaTMucG5nIiwic2xpZGVzaG93IjoiZmU3MzY3ZCJ9\" href='https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/moni3.png'><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/moni3-1030x579.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/moni3-1030x579.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/moni3-300x169.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/moni3-768x432.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/moni3-1536x864.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/moni3-1024x576.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/moni3.png 1920w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"fe7367d\" data-elementor-lightbox-title=\"mono5\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6ODgzOTgsInVybCI6Imh0dHBzOlwvXC93d3cuc2VlZWRzdHVkaW8uY29tXC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMlwvbW9ubzUucG5nIiwic2xpZGVzaG93IjoiZmU3MzY3ZCJ9\" href='https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono5.png'><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono5-1030x579.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono5-1030x579.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono5-300x169.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono5-768x432.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono5-1536x864.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono5-1024x576.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/mono5.png 1920w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a>\n\t\t\t<\/div><\/figure>\n\t\t<\/div>\n\t\t<\/div>\n\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-c82a27d e-flex e-con-boxed e-con e-parent\" data-id=\"c82a27d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-515118c elementor-widget elementor-widget-spacer\" data-id=\"515118c\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c85cba\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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-2fd47ba e-flex e-con-boxed e-con e-parent\" data-id=\"2fd47ba\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cb22c15 elementor-widget elementor-widget-text-editor\" data-id=\"cb22c15\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c86afe\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><strong>2. Underdawgs \u2013 Second place \u2013 Sudharshan N, Saran Sundar S, Rohith S, and Raagav S R<\/strong><\/p><p>&#8220;Innovative solutions, such as TinyML for early disease detection, hold promise in addressing these challenges and promoting sustainable agriculture. Our endeavor to advance plant disease detection has led us to the development of a state-of-the-art Quantized CNN.<span style=\"color: #99cc00;\"> The methodology encompasses defining objectives for an efficient and cost-effective plant disease detection system, selecting hardware (XIAO ESP32S3 Sense) and acquiring a diverse dataset.<\/span> A custom TinyML model is trained and optimized on Edge Impulse for hardware constraints and accuracy. The model is quantized and integrated into the hardware prototype, including components like the OV2640 camera and Lithium-Ion battery.&#8221;<\/p>\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-3169dca e-flex e-con-boxed e-con e-parent\" data-id=\"3169dca\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d4a4df5 elementor-widget elementor-widget-image-gallery\" data-id=\"d4a4df5\" data-element_type=\"widget\" data-widget_type=\"image-gallery.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c89e54\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"elementor-image-gallery\">\n\t\t\t<div id='gallery-2' class='gallery galleryid-88383 gallery-columns-3 gallery-size-large'><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"d4a4df5\" data-elementor-lightbox-title=\"under1\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6ODgzOTksInVybCI6Imh0dHBzOlwvXC93d3cuc2VlZWRzdHVkaW8uY29tXC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMlwvdW5kZXIxLnBuZyIsInNsaWRlc2hvdyI6ImQ0YTRkZjUifQ%3D%3D\" href='https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under1.png'><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under1-1030x579.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under1-1030x579.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under1-300x169.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under1-768x432.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under1-1536x864.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under1-1024x576.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under1.png 1920w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"d4a4df5\" data-elementor-lightbox-title=\"under2\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6ODg0MDAsInVybCI6Imh0dHBzOlwvXC93d3cuc2VlZWRzdHVkaW8uY29tXC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMlwvdW5kZXIyLnBuZyIsInNsaWRlc2hvdyI6ImQ0YTRkZjUifQ%3D%3D\" 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class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"d4a4df5\" data-elementor-lightbox-title=\"under3\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6ODg0MDEsInVybCI6Imh0dHBzOlwvXC93d3cuc2VlZWRzdHVkaW8uY29tXC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMlwvdW5kZXIzLnBuZyIsInNsaWRlc2hvdyI6ImQ0YTRkZjUifQ%3D%3D\" href='https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under3.png'><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"493\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under3.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under3.png 1031w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under3-300x231.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under3-768x591.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under3-1024x789.png 1024w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a>\n\t\t\t<\/div><\/figure>\n\t\t<\/div>\n\t\t<\/div>\n\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-b6f09ac e-flex e-con-boxed e-con e-parent\" data-id=\"b6f09ac\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-94fbb18 elementor-widget elementor-widget-spacer\" data-id=\"94fbb18\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c8b466\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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-0452bc2 e-flex e-con-boxed e-con e-parent\" data-id=\"0452bc2\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-86bf5a6 elementor-widget elementor-widget-heading\" data-id=\"86bf5a6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c8cb60\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h4 class=\"elementor-heading-title elementor-size-default\">Problem Statement: Wildlife Monitoring<\/h4>\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-d5b93e9 e-flex e-con-boxed e-con e-parent\" data-id=\"d5b93e9\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4f1d535 elementor-widget elementor-widget-text-editor\" data-id=\"4f1d535\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c8e20a\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><strong>1. AI4D Lab \u2013 First place \u2013 Fatma Issa, Jabhera Matogoro, Zephania Reuben, Ramadhani Massawe, Rogers Kalunde, Paul Mkai, Madaraka Marco Masasi, Ipyana Issah Mwaisekwa<\/strong><\/p><p>&#8220;Wildlife conservation has always presented a myriad of challenges, and the accurate and efficient monitoring of biodiversity remains a critical concern. Traditional methods, often marked by high costs and energy consumption, are gradually being augmented and, in some cases, supplanted by the capabilities of TinyML.<span style=\"color: #99cc00;\"> By leveraging TinyML models tailored to the specific needs of wildlife monitoring, ensuring that these models are lightweight, efficient, and capable of running on devices with minimal power and processing capacity.<\/span> This enables real-time monitoring in remote areas while minimizing financial and environmental costs. &#8220;<\/p>\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-fd4e65d e-flex e-con-boxed e-con e-parent\" data-id=\"fd4e65d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-670c7c6 elementor-widget elementor-widget-image-gallery\" data-id=\"670c7c6\" data-element_type=\"widget\" data-widget_type=\"image-gallery.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c91ee4\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"elementor-image-gallery\">\n\t\t\t<div id='gallery-3' class='gallery galleryid-88383 gallery-columns-3 gallery-size-large'><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"670c7c6\" data-elementor-lightbox-title=\"ai1\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6ODg0MDUsInVybCI6Imh0dHBzOlwvXC93d3cuc2VlZWRzdHVkaW8uY29tXC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMlwvYWkxLnBuZyIsInNsaWRlc2hvdyI6IjY3MGM3YzYifQ%3D%3D\" href='https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai1.png'><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai1-1030x579.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai1-1030x579.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai1-300x169.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai1-768x431.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai1-1024x575.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai1.png 1467w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"670c7c6\" data-elementor-lightbox-title=\"ai2\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6ODg0MDYsInVybCI6Imh0dHBzOlwvXC93d3cuc2VlZWRzdHVkaW8uY29tXC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMlwvYWkyLnBuZyIsInNsaWRlc2hvdyI6IjY3MGM3YzYifQ%3D%3D\" href='https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai2.png'><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"354\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai2-1030x569.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai2-1030x569.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai2-300x166.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai2-768x424.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai2-1024x565.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai2.png 1467w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"670c7c6\" data-elementor-lightbox-title=\"ai3\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6ODg0MDcsInVybCI6Imh0dHBzOlwvXC93d3cuc2VlZWRzdHVkaW8uY29tXC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMlwvYWkzLnBuZyIsInNsaWRlc2hvdyI6IjY3MGM3YzYifQ%3D%3D\" href='https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai3.png'><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"358\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai3-1030x576.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai3-1030x576.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai3-300x168.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai3-768x430.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai3-1024x573.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai3.png 1464w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"670c7c6\" data-elementor-lightbox-title=\"ai4\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6ODg0MDgsInVybCI6Imh0dHBzOlwvXC93d3cuc2VlZWRzdHVkaW8uY29tXC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMlwvYWk0LnBuZyIsInNsaWRlc2hvdyI6IjY3MGM3YzYifQ%3D%3D\" href='https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai4.png'><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"362\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai4-1030x582.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai4-1030x582.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai4-300x169.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai4-768x434.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai4-1024x578.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai4.png 1464w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"670c7c6\" data-elementor-lightbox-title=\"ai5\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6ODg0MDksInVybCI6Imh0dHBzOlwvXC93d3cuc2VlZWRzdHVkaW8uY29tXC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMlwvYWk1LnBuZyIsInNsaWRlc2hvdyI6IjY3MGM3YzYifQ%3D%3D\" href='https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai5.png'><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"357\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai5-1030x574.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai5-1030x574.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai5-300x167.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai5-768x428.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai5-1024x571.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/ai5.png 1462w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a>\n\t\t\t<\/div><\/figure>\n\t\t<\/div>\n\t\t<\/div>\n\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-3b26d25 e-flex e-con-boxed e-con e-parent\" data-id=\"3b26d25\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fd7b869 elementor-widget elementor-widget-spacer\" data-id=\"fd7b869\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c92da6\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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-8c362ed e-flex e-con-boxed e-con e-parent\" data-id=\"8c362ed\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-74faf9d elementor-widget elementor-widget-text-editor\" data-id=\"74faf9d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c93c0e\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><strong>2. ADN Innovators \u2013 Second place \u2013 Abhay Bhosle<\/strong><\/p><p>&#8220;In recent years, the intersection of tinyML and wildlife monitoring has opened new frontiers in conservation and environmental research. Our device &#8216;Prani&#8217; presents a comprehensive solution developed for the TinyML Challenge-03. <span style=\"color: #99cc00;\">The project utilizes the XIAO ESP32S3 microcontroller, equipped with an OV2640 camera sensor, as the core processing unit. The integration of various sensors, including the Grove Laser PM2.5 Sensor, Grove TOF Range Sensor, Grove Sunlight Sensor, and Grove Color Sensor<\/span>, enhances the system&#8217;s capability to monitor both wildlife and environmental parameters concurrently.&#8221;<\/p>\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-0195fa2 e-flex e-con-boxed e-con e-parent\" data-id=\"0195fa2\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bd01c3f elementor-widget elementor-widget-image-gallery\" data-id=\"bd01c3f\" data-element_type=\"widget\" data-widget_type=\"image-gallery.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c968c4\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"elementor-image-gallery\">\n\t\t\t<div id='gallery-4' class='gallery galleryid-88383 gallery-columns-2 gallery-size-large'><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"bd01c3f\" data-elementor-lightbox-title=\"adn1\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6ODg0MTAsInVybCI6Imh0dHBzOlwvXC93d3cuc2VlZWRzdHVkaW8uY29tXC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMlwvYWRuMS5wbmciLCJzbGlkZXNob3ciOiJiZDAxYzNmIn0%3D\" href='https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn1.png'><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn1-1030x579.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn1-1030x579.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn1-300x169.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn1-768x432.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn1-1536x864.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn1-1024x576.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn1.png 1920w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"bd01c3f\" data-elementor-lightbox-title=\"adn2\" 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1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn2.png 1920w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"bd01c3f\" data-elementor-lightbox-title=\"adn3\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6ODg0MTIsInVybCI6Imh0dHBzOlwvXC93d3cuc2VlZWRzdHVkaW8uY29tXC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMlwvYWRuMy5wbmciLCJzbGlkZXNob3ciOiJiZDAxYzNmIn0%3D\" href='https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn3.png'><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"369\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn3-1030x594.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn3-1030x594.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn3-300x173.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn3-768x443.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn3-1024x591.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn3.png 1348w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"bd01c3f\" data-elementor-lightbox-title=\"adn4\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6ODg0MTMsInVybCI6Imh0dHBzOlwvXC93d3cuc2VlZWRzdHVkaW8uY29tXC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMlwvYWRuNC5wbmciLCJzbGlkZXNob3ciOiJiZDAxYzNmIn0%3D\" href='https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn4.png'><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"394\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn4-1030x634.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn4-1030x634.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn4-300x185.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn4-768x473.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn4-1024x630.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/adn4.png 1339w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a>\n\t\t\t<\/div><\/figure>\n\t\t<\/div>\n\t\t<\/div>\n\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-7f35d05 e-flex e-con-boxed e-con e-parent\" data-id=\"7f35d05\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4ce68d9 elementor-widget elementor-widget-spacer\" data-id=\"4ce68d9\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c97703\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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-ef90efd e-flex e-con-boxed e-con e-parent\" data-id=\"ef90efd\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1ba3ac2 elementor-widget elementor-widget-text-editor\" data-id=\"1ba3ac2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c984d5\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><strong>3. Underdawgs \u2013 Third place \u2013 Sudharshan N, Saran Sundar S, Rohith S, Ch Leela Sri, and Jayaprakash M<\/strong><\/p><p>&#8220;Building upon the primary objective of developing efficient, lowcost, and low-power solutions for wildlife monitoring, the research aims to pioneer a paradigm shift in the intersection of technology and biodiversity conservation. The methodology encompasses defining objectives for an efficient and cost-effective wildlife monitoring system, selecting XIAO ESP32S3 Sense and acquiring a diverse dataset. A custom TinyML model is trained and optimized on Edge Impulse for hardware constraints and accuracy.&#8221;<\/p>\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-1981584 e-flex e-con-boxed e-con e-parent\" data-id=\"1981584\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e7c839c elementor-widget elementor-widget-image-gallery\" data-id=\"e7c839c\" data-element_type=\"widget\" data-widget_type=\"image-gallery.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c9bdc1\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"elementor-image-gallery\">\n\t\t\t<div id='gallery-5' class='gallery galleryid-88383 gallery-columns-3 gallery-size-large'><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"e7c839c\" data-elementor-lightbox-title=\"under4\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6ODg0MTcsInVybCI6Imh0dHBzOlwvXC93d3cuc2VlZWRzdHVkaW8uY29tXC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMlwvdW5kZXI0LnBuZyIsInNsaWRlc2hvdyI6ImU3YzgzOWMifQ%3D%3D\" href='https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under4.png'><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under4-1030x579.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under4-1030x579.png 1030w, 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href='https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under5.png'><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under5-1030x579.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under5-1030x579.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under5-300x169.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under5-768x432.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under5-1536x864.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under5-1024x576.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under5.png 1920w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon landscape'>\n\t\t\t\t<a data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-slideshow=\"e7c839c\" data-elementor-lightbox-title=\"under6\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6ODg0MTksInVybCI6Imh0dHBzOlwvXC93d3cuc2VlZWRzdHVkaW8uY29tXC9ibG9nXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDIzXC8xMlwvdW5kZXI2LnBuZyIsInNsaWRlc2hvdyI6ImU3YzgzOWMifQ%3D%3D\" href='https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under6.png'><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under6-1030x579.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under6-1030x579.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under6-300x169.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under6-768x432.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under6-1536x864.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under6-1024x576.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/under6.png 1920w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/a>\n\t\t\t<\/div><\/figure>\n\t\t<\/div>\n\t\t<\/div>\n\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-8c58440 e-flex e-con-boxed e-con e-parent\" data-id=\"8c58440\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-55faeae elementor-widget elementor-widget-spacer\" data-id=\"55faeae\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c9cb3f\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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-463875d e-flex e-con-boxed e-con e-parent\" data-id=\"463875d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2e7963e elementor-widget elementor-widget-text-editor\" data-id=\"2e7963e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll6a201c9c9d844\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>A heartfelt congratulations to all the winners of the 2023 tinyML Challenges! Your contributions have undoubtedly pushed the boundaries of tinyML applications in diverse fields.<\/p><p>In conclusion, the 2023 tinyML Challenges not only showcased the incredible talent and innovation within the tinyML community but also underscored the growing significance of this field in addressing real-world challenges. 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