{"product_id":"diabetic-retinopathy-automatic-detection-of-diabetic-retinopathy-in-retinal-images-using-neural-network-von-shafiulla-basha-shaik-jahangir-badashah-syed","title":"Diabetic Retinopathy","description":"\u003cp\u003eAs a weakly supervised learning technique, neural network (NN) has shown an advantage over supervised learning methods for automatic detection of diabetic retinopathy (DR): only the image-level annotation is needed to achieve both detections of DR images and DR lesions, making more graded and de-identified retinal images available for learning. However, the performance of existing studies on this technique is limited by the use of handcrafted features. We propose a NN method for DR detection, which jointly learns features and classifiers from data and achieves a significant improvement on detecting DR images and their inside lesions. Specifically, a pre-trained neural network is adapted to achieve the patch-level DR estimation, and then global aggregation is used to make the classification of DR images.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9786203306064\"\u003e\u003ch3\u003eAutomatic Detection of Diabetic Retinopathy in Retinal Images Using Neural Network\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9786203306064","offer_id":39466090070109,"sku":"9786203306064","price":39.9,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/5483d57f-39fa-4d9a-8739-baae01400382.jpg?v=1769926687","url":"https:\/\/shop.autorenwelt.de\/products\/diabetic-retinopathy-automatic-detection-of-diabetic-retinopathy-in-retinal-images-using-neural-network-von-shafiulla-basha-shaik-jahangir-badashah-syed","provider":"Autorenwelt Shop","version":"1.0","type":"link"}