{"id":1302,"date":"2023-04-14T16:22:12","date_gmt":"2023-04-14T16:22:12","guid":{"rendered":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2223team17\/?p=1302"},"modified":"2023-04-14T16:22:13","modified_gmt":"2023-04-14T16:22:13","slug":"week-28","status":"publish","type":"post","link":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2223team17\/2023\/04\/14\/week-28\/","title":{"rendered":"Week 28"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">This week, we fine-tuned our machine-learning model and our housing design. Our model achieved an average precision (AP) score of around 50%, which is on the order of the AP scores of other top-quality models! We are still fine-tuning the parameters to see if a slightly better AP score can be achieved. However, as is, the model is very capable of detecting invasive insects with decent accuracy. We also wrote a program to concatenate images with detected insects with the original image. The image below is an example of this feature: the left one shows a successfully detected Caribbean Fruit Fly and the right one shows the original image.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"384\" src=\"https:\/\/www.ippd.ufl.edu\/blogs\/ay2223team17\/wp-content\/uploads\/sites\/132\/2023\/04\/2023-04-12_21_22_29.070572_ESP32-CAM_Concat.jpg\" alt=\"\" class=\"wp-image-1304\" srcset=\"https:\/\/www.ippd.ufl.edu\/blogs\/ay2223team17\/wp-content\/uploads\/sites\/132\/2023\/04\/2023-04-12_21_22_29.070572_ESP32-CAM_Concat.jpg 1024w, https:\/\/www.ippd.ufl.edu\/blogs\/ay2223team17\/wp-content\/uploads\/sites\/132\/2023\/04\/2023-04-12_21_22_29.070572_ESP32-CAM_Concat-300x113.jpg 300w, https:\/\/www.ippd.ufl.edu\/blogs\/ay2223team17\/wp-content\/uploads\/sites\/132\/2023\/04\/2023-04-12_21_22_29.070572_ESP32-CAM_Concat-768x288.jpg 768w, https:\/\/www.ippd.ufl.edu\/blogs\/ay2223team17\/wp-content\/uploads\/sites\/132\/2023\/04\/2023-04-12_21_22_29.070572_ESP32-CAM_Concat-560x210.jpg 560w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Side by side of successful detection next to original image<\/figcaption><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>This week, we fine-tuned our machine-learning model and our housing design. Our model achieved an average precision (AP) score of around 50%, which is on the order of the AP scores of other top-quality models! We are still fine-tuning the&hellip; <a href=\"https:\/\/www.ippd.ufl.edu\/blogs\/ay2223team17\/2023\/04\/14\/week-28\/\" aria-label=\"Read \\\"Week 28\\\" class=\"read-more\">Read&nbsp;More<\/a><\/p>\n","protected":false},"author":396,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":"","_links_to":"","_links_to_target":""},"categories":[1],"tags":[],"class_list":["post-1302","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2223team17\/wp-json\/wp\/v2\/posts\/1302","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2223team17\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2223team17\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2223team17\/wp-json\/wp\/v2\/users\/396"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2223team17\/wp-json\/wp\/v2\/comments?post=1302"}],"version-history":[{"count":1,"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2223team17\/wp-json\/wp\/v2\/posts\/1302\/revisions"}],"predecessor-version":[{"id":1306,"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2223team17\/wp-json\/wp\/v2\/posts\/1302\/revisions\/1306"}],"wp:attachment":[{"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2223team17\/wp-json\/wp\/v2\/media?parent=1302"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2223team17\/wp-json\/wp\/v2\/categories?post=1302"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ippd.ufl.edu\/blogs\/ay2223team17\/wp-json\/wp\/v2\/tags?post=1302"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}