{"id":1048,"date":"2020-03-09T09:09:01","date_gmt":"2020-03-09T09:09:01","guid":{"rendered":"http:\/\/www.plant-phenomics.ac.uk\/?p=1048"},"modified":"2020-03-09T09:09:09","modified_gmt":"2020-03-09T09:09:09","slug":"deeppod-a-convolutional-neural-network-based-quantification-of-fruit-number-in-arabidopsis","status":"publish","type":"post","link":"https:\/\/www.plant-phenomics.ac.uk\/index.php\/2020\/03\/09\/deeppod-a-convolutional-neural-network-based-quantification-of-fruit-number-in-arabidopsis\/","title":{"rendered":"DeepPod: a convolutional neural network based quantification of fruit number in Arabidopsis"},"content":{"rendered":"\n<p>High-throughput phenotyping based on non-destructive imaging has great potential in plant biology and breeding programs. However, efficient feature extraction and quantification from image data remains a bottleneck that needs to be addressed. Advances in sensor technology have led to the increasing use of imaging to monitor and measure a range of plants including the model <em>Arabidopsis thaliana<\/em>. These extensive datasets contain diverse trait information, but feature extraction is often still implemented using approaches requiring substantial manual input.<\/p>\n<p><a href=\"https:\/\/academic.oup.com\/gigascience\/article\/9\/3\/giaa012\/5780255\">https:\/\/academic.oup.com\/gigascience\/article\/9\/3\/giaa012\/5780255<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>High-throughput phenotyping based on non-destructive imaging has great potential in plant biology and breeding programs. However, efficient feature extraction and quantification from image data remains a bottleneck that needs to &#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"ngg_post_thumbnail":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[3],"tags":[],"class_list":["post-1048","post","type-post","status-publish","format-standard","hentry","category-publication"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>DeepPod: a convolutional neural network based quantification of fruit number in Arabidopsis &#8212; National Plant Phenomics Centre<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.plant-phenomics.ac.uk\/index.php\/2020\/03\/09\/deeppod-a-convolutional-neural-network-based-quantification-of-fruit-number-in-arabidopsis\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"DeepPod: a convolutional neural network based quantification of fruit number in Arabidopsis &#8212; National Plant Phenomics Centre\" \/>\n<meta property=\"og:description\" content=\"High-throughput phenotyping based on non-destructive imaging has great potential in plant biology and breeding programs. 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