Diabetic Retinopathy by Jahangir Badashah Syed - Bookswagon
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Diabetic Retinopathy

Diabetic Retinopathy


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About the Book

As 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.


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Product Details
  • ISBN-13: 9786203306064
  • Publisher: KS Omniscriptum Publishing
  • Publisher Imprint: LAP Lambert Academic Publishing
  • Height: 229 mm
  • No of Pages: 72
  • Spine Width: 4 mm
  • Width: 152 mm
  • ISBN-10: 6203306061
  • Publisher Date: 29 Jan 2021
  • Binding: Paperback
  • Language: English
  • Returnable: N
  • Weight: 168 gr


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