{"id":1182,"date":"2024-02-22T22:09:27","date_gmt":"2024-02-22T22:09:27","guid":{"rendered":"https:\/\/prlalmeida.com.br\/dsbd\/?page_id=1182"},"modified":"2024-11-27T00:59:47","modified_gmt":"2024-11-27T00:59:47","slug":"keeping-an-eye-on-the-corals","status":"publish","type":"page","link":"https:\/\/prlalmeida.com.br\/dsbd\/keeping-an-eye-on-the-corals\/","title":{"rendered":"Keeping an eye on the Corals"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1182\" class=\"elementor elementor-1182\">\n\t\t\t\t<div class=\"elementor-element elementor-element-af87d30 e-flex e-con-boxed e-con e-parent\" data-id=\"af87d30\" 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-f112279 elementor-widget elementor-widget-heading\" data-id=\"f112279\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Keeping an eye on the Corals<\/h2>\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-7cea605 e-flex e-con-boxed e-con e-parent\" data-id=\"7cea605\" 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-0008ea7 elementor-widget elementor-widget-text-editor\" data-id=\"0008ea7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Corals, vital for marine ecosystems, are facing threats from climate change-induced thermal stress. To monitor their health, the Marine Ecology Laboratory (LECOM) at the Federal University of Rio Grande do Norte (UFRB) initiated the &#8220;#DeOlhoNosCorais&#8221; project. It encourages individuals to share coral reef photos on Instagram, contributing to monitoring efforts.<\/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-ebf3c5a e-flex e-con-boxed e-con e-parent\" data-id=\"ebf3c5a\" 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-e9998f8 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"e9998f8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"600\" height=\"419\" src=\"https:\/\/prlalmeida.com.br\/dsbd\/wp-content\/uploads\/2024\/02\/fig-6-1x.jpg\" class=\"attachment-large size-large wp-image-1187\" alt=\"\" srcset=\"https:\/\/prlalmeida.com.br\/dsbd\/wp-content\/uploads\/2024\/02\/fig-6-1x.jpg 600w, https:\/\/prlalmeida.com.br\/dsbd\/wp-content\/uploads\/2024\/02\/fig-6-1x-300x210.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/>\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-ab5ec03 e-flex e-con-boxed e-con e-parent\" data-id=\"ab5ec03\" 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-aca03a8 elementor-widget elementor-widget-heading\" data-id=\"aca03a8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Current Results<\/h2>\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-e7f2a5b e-flex e-con-boxed e-con e-parent\" data-id=\"e7f2a5b\" 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-e667efb elementor-widget elementor-widget-text-editor\" data-id=\"e667efb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>At DSBD, we employed machine learning models for image classification and semantic segmentation. The combination of these models proves effective in identifying coral species and assessing health. The U-Net Pix2Pix model achieves an 86% pixel-level accuracy in semantic segmentation. The results suggest that this approach can streamline and improve the efficiency of coral reef image analysis, offering potential for broader applications across various regions by incorporating additional datasets.<\/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-2646b8f e-flex e-con-boxed e-con e-parent\" data-id=\"2646b8f\" 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-9d595bb elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"9d595bb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"600\" height=\"323\" src=\"https:\/\/prlalmeida.com.br\/dsbd\/wp-content\/uploads\/2024\/02\/fig-4-1x.jpg\" class=\"attachment-large size-large wp-image-1186\" alt=\"\" srcset=\"https:\/\/prlalmeida.com.br\/dsbd\/wp-content\/uploads\/2024\/02\/fig-4-1x.jpg 600w, https:\/\/prlalmeida.com.br\/dsbd\/wp-content\/uploads\/2024\/02\/fig-4-1x-300x162.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/>\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-6481f7c e-flex e-con-boxed e-con e-parent\" data-id=\"6481f7c\" 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-2287089 elementor-widget elementor-widget-text-editor\" data-id=\"2287089\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Article link: <a class=\"projects-title\" style=\"text-decoration: none;\" href=\"https:\/\/peerj.com\/articles\/16219\">https:\/\/peerj.com\/articles\/16219<\/a><\/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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Keeping an eye on the Corals Corals, vital for marine ecosystems, are facing threats from climate change-induced thermal stress. To [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"","ast-site-content-layout":"full-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-1182","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/prlalmeida.com.br\/dsbd\/wp-json\/wp\/v2\/pages\/1182","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/prlalmeida.com.br\/dsbd\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/prlalmeida.com.br\/dsbd\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/prlalmeida.com.br\/dsbd\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/prlalmeida.com.br\/dsbd\/wp-json\/wp\/v2\/comments?post=1182"}],"version-history":[{"count":16,"href":"https:\/\/prlalmeida.com.br\/dsbd\/wp-json\/wp\/v2\/pages\/1182\/revisions"}],"predecessor-version":[{"id":2097,"href":"https:\/\/prlalmeida.com.br\/dsbd\/wp-json\/wp\/v2\/pages\/1182\/revisions\/2097"}],"wp:attachment":[{"href":"https:\/\/prlalmeida.com.br\/dsbd\/wp-json\/wp\/v2\/media?parent=1182"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}