Edge Detection using Deep Learning

URI: https://gptkb.org/entity/Edge_Detection_using_Deep_Learning
GPTKB entity
Statements (33)
Predicate Object
gptkbp:instanceOf Computer Vision Task
gptkbp:advantage Better Performance on Complex Images
End-to-end Learning
gptkbp:application gptkb:Medical_Imaging
Image Processing
Object Detection
gptkbp:assesses gptkb:Recall
Precision
F-measure
gptkbp:challenge Computational Cost
Data Annotation
gptkbp:field gptkb:Computer_Vision
Deep Learning
https://www.w3.org/2000/01/rdf-schema#label Edge Detection using Deep Learning
gptkbp:input Images
gptkbp:method gptkb:U-Net
gptkb:Fully_Convolutional_Networks
gptkb:Holistically-Nested_Edge_Detection
Convolutional Neural Networks
Deep Supervision
gptkbp:notableContributor gptkb:Zhuowen_Tu
gptkb:Saining_Xie
gptkbp:notablePublication gptkb:Holistically-Nested_Edge_Detection_(HED)
gptkbp:output Edge Maps
gptkbp:supportsAlgorithm gptkb:Laplacian_of_Gaussian
gptkb:Canny_Edge_Detector
gptkb:Sobel_Operator
gptkbp:trainer gptkb:PASCAL_VOC
gptkb:BSDS500
gptkb:NYUDv2
gptkbp:yearOfPopularization 2015
gptkbp:bfsParent gptkb:Jitendra_Malik
gptkbp:bfsLayer 6