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Image Classification for Age-related Macular Degeneration Screening using Hierarchical Image Decompositions and Graph Mining
Published on Nov 30, 20112775 Views
Age-related Macular Degeneration (AMD) is the most common cause of adult blindness in the developed world. This paper describes a new image mining technique to perform automated detection of AMD from
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Chapter list
Image Classification for Age-related Macular Degeneration Screening using Hierarchical Image Decomposition and Graph Mining00:00
Presentation outline00:36
Age-related Macular Degeneration01:28
More example of AMD images03:37
Overview of the proposed AMD screening approach07:21
Image pre-processing09:37
Image decomposition - 111:27
Image decomposition - 212:48
Graph mining14:55
Feature selection15:26
Classifier generation15:44
Experimental setup16:07
Performances using various Dmax values – Naïve Bayes16:37
Performances using various Dmax values – LibSVM16:49
Performances using various Dmax values - Discussion16:53
Performances using different feature size – Naïve Bayes, Dmax = 717:15
Performances using different feature size – LibSVM, Dmax = 717:28
Performances using different feature size – Discussion17:33
Comparison with other AMD classification approaches18:22
Conclusion and future work19:04
Thank you19:55