FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4220986075> ?p ?o ?g. }

• W4220986075 abstract "Diabetic Retinopathy (DR) is the principal cause of vision loss that interrupts the regular interaction of vascular, neural, and retinal constituents leading to impaired neuronal function and retinal abnormalities. Diagnosis of DR from Optical Coherence Tomography (OCT) image is difficult and time-consuming because several small features must be identified and graded, which results in a strenuous diagnosis when integrated with the complexity of the grading system. This study focuses on classifying DR from normal Spectral Domain-OCT (SD-OCT) images using the Directed Acyclic Graph (DAG) network without any pre-processing techniques. The proposed DAG-CNN model comprises 16 convolutional blocks, which learns multi-scale features automatically from multiple layers in the convolutional network and combines them effectively for the DR and normal prediction. The proposed model is tested on the public OCTID_DR and private LFH_DR SD-OCT databases containing DR and healthy OCT images. The model achieved an accuracy, precision, recall, F1-score, and AUC on OCTID_DR database of 0.9841, 0.9727, 0.9818, 0.9772, and 0.9836, respectively; and on LFH_DR database the respective values are 0.9988, 1, 0.9976, 0.9988, and 0.9988 with only 0.1569 Million of learnable parameters. This method significantly reduces the number of learnable parameters and the model’s computational complexity in terms of memory required and FLoating point OPerations (FLOPs). Guided Gradient-weighted Class Activation Mapping (Grad-CAM) is performed to highlight the regions of SD-OCT images that contribute to the decision of the classifier. Our model significantly surpasses the accuracy of the existing models with lower resource consumption and higher real-time performance." @default.
• W4220986075 created "2022-04-03" @default.
• W4220986075 creator A5004972470 @default.
• W4220986075 creator A5037939833 @default.
• W4220986075 creator A5051260618 @default.
• W4220986075 creator A5059796517 @default.
• W4220986075 date "2022-03-30" @default.
• W4220986075 modified "2023-09-27" @default.
• W4220986075 title "MULTI-SCALE DIRECTED ACYCLIC GRAPH-CNN FOR AUTOMATED CLASSIFICATION OF DIABETIC RETINOPATHY FROM OCT IMAGES" @default.
• W4220986075 cites W1849277567 @default.
• W4220986075 cites W1980287119 @default.
• W4220986075 cites W1984639731 @default.
• W4220986075 cites W1989313966 @default.
• W4220986075 cites W1991536882 @default.
• W4220986075 cites W1993982894 @default.
• W4220986075 cites W2000642633 @default.
• W4220986075 cites W2060151575 @default.
• W4220986075 cites W2062454926 @default.
• W4220986075 cites W2085232786 @default.
• W4220986075 cites W2097117768 @default.
• W4220986075 cites W2103063185 @default.
• W4220986075 cites W2128153962 @default.
• W4220986075 cites W2183341477 @default.
• W4220986075 cites W2194775991 @default.
• W4220986075 cites W2287206980 @default.
• W4220986075 cites W2418802570 @default.
• W4220986075 cites W2531409750 @default.
• W4220986075 cites W2564861555 @default.
• W4220986075 cites W2768948787 @default.
• W4220986075 cites W2806801012 @default.
• W4220986075 cites W2806809866 @default.
• W4220986075 cites W2938600289 @default.
• W4220986075 cites W2952405950 @default.
• W4220986075 cites W2962858109 @default.
• W4220986075 cites W2963163009 @default.
• W4220986075 cites W2970650116 @default.
• W4220986075 cites W2996651271 @default.
• W4220986075 cites W3028459556 @default.
• W4220986075 cites W3086692158 @default.
• W4220986075 cites W3088059674 @default.
• W4220986075 cites W3097260598 @default.
• W4220986075 cites W3098873896 @default.
• W4220986075 cites W3100321043 @default.
• W4220986075 cites W3102174132 @default.
• W4220986075 cites W3110529192 @default.
• W4220986075 cites W3138208788 @default.
• W4220986075 cites W3161567445 @default.
• W4220986075 cites W3165594776 @default.
• W4220986075 cites W3168182188 @default.
• W4220986075 cites W3174352672 @default.
• W4220986075 cites W3184128173 @default.
• W4220986075 cites W3207054482 @default.
• W4220986075 cites W4211205882 @default.
• W4220986075 cites W4321429234 @default.
• W4220986075 doi "https://doi.org/10.4015/s1016237222500259" @default.
• W4220986075 hasPublicationYear "2022" @default.
• W4220986075 type Work @default.
• W4220986075 citedByCount "0" @default.
• W4220986075 crossrefType "journal-article" @default.
• W4220986075 hasAuthorship W4220986075A5004972470 @default.
• W4220986075 hasAuthorship W4220986075A5037939833 @default.
• W4220986075 hasAuthorship W4220986075A5051260618 @default.
• W4220986075 hasAuthorship W4220986075A5059796517 @default.
• W4220986075 hasConcept C11413529 @default.
• W4220986075 hasConcept C118487528 @default.
• W4220986075 hasConcept C132525143 @default.
• W4220986075 hasConcept C134018914 @default.
• W4220986075 hasConcept C148524875 @default.
• W4220986075 hasConcept C153180895 @default.
• W4220986075 hasConcept C154945302 @default.
• W4220986075 hasConcept C2778818243 @default.
• W4220986075 hasConcept C2779829184 @default.
• W4220986075 hasConcept C2780827179 @default.
• W4220986075 hasConcept C41008148 @default.
• W4220986075 hasConcept C555293320 @default.
• W4220986075 hasConcept C71924100 @default.
• W4220986075 hasConcept C74197172 @default.
• W4220986075 hasConcept C80444323 @default.
• W4220986075 hasConcept C81363708 @default.
• W4220986075 hasConcept C95623464 @default.
• W4220986075 hasConceptScore W4220986075C11413529 @default.
• W4220986075 hasConceptScore W4220986075C118487528 @default.
• W4220986075 hasConceptScore W4220986075C132525143 @default.
• W4220986075 hasConceptScore W4220986075C134018914 @default.
• W4220986075 hasConceptScore W4220986075C148524875 @default.
• W4220986075 hasConceptScore W4220986075C153180895 @default.
• W4220986075 hasConceptScore W4220986075C154945302 @default.
• W4220986075 hasConceptScore W4220986075C2778818243 @default.
• W4220986075 hasConceptScore W4220986075C2779829184 @default.
• W4220986075 hasConceptScore W4220986075C2780827179 @default.
• W4220986075 hasConceptScore W4220986075C41008148 @default.
• W4220986075 hasConceptScore W4220986075C555293320 @default.
• W4220986075 hasConceptScore W4220986075C71924100 @default.
• W4220986075 hasConceptScore W4220986075C74197172 @default.
• W4220986075 hasConceptScore W4220986075C80444323 @default.
• W4220986075 hasConceptScore W4220986075C81363708 @default.
• W4220986075 hasConceptScore W4220986075C95623464 @default.
• W4220986075 hasIssue "05" @default.
• W4220986075 hasLocation W42209860751 @default.
• W4220986075 hasOpenAccess W4220986075 @default.

• next