Fully Automatic Segmentation of Acute Ischemic Lesions on Diffusion-Weighted Imaging Using Convolutional Neural Networks: Comparison with Conventional Algorithms - Concepedia

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Fully Automatic Segmentation of Acute Ischemic Lesions on Diffusion-Weighted Imaging Using Convolutional Neural Networks: Comparison with Conventional Algorithms

DOI Full Paper Access

60

Citations

17

References

2019

Year

Ilsang Woo, A-Reum Lee, Seung Chai Jung, Hyunna Lee, Namkug Kim, Se Jin Cho, Donghyun Kim, Jung Bin Lee, Leonard Sunwoo, Dong‐Wha Kang

Korean Journal of Radiology

Abstract

The CNN algorithm for automatic segmentation of acute ischemic lesions on DWI achieved Dice indices greater than or equal to 0.85 and showed superior performance to conventional algorithms.

References

	Year	Citations
Densely Connected Convolutional Networks Gao Huang, Zhuang Liu, Laurens van der Maaten, Geometric LearningConvolutional Neural NetworkEngineeringMachine LearningDense Convolutional Network	2017	43.3K
Squeeze-and-Excitation Networks Jie Hu, Li Shen, Gang Sun Convolutional Neural NetworkMachine VisionMachine LearningNeural Networks (Machine Learning)Data Science	2018	26.8K
Rectified Linear Units Improve Restricted Boltzmann Machines Vinod Nair, Geoffrey E. Hinton International Conference on Machine Learning Convolutional Neural NetworkEngineeringMachine LearningAutoencodersRecurrent Neural Network	2010	13.2K
Learning Deconvolution Network for Semantic Segmentation Hyeonwoo Noh, Seunghoon Hong, Bohyung Han Deep Deconvolution NetworkConvolutional Neural NetworkImage AnalysisMachine LearningMachine Vision	2015	4K
The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation Simon Jégou, Michal Drozdzal, David Vázquez, Convolutional Neural NetworkScene AnalysisEngineeringMachine LearningTypical Segmentation Architecture	2017	1.7K
Fast magnetic resonance diffusion‐weighted imaging of acute human stroke Steven Warach, Daisy Chien, W. Li, Neurology EngineeringMagnetic Resonance ImagingStrokeVascular ImagingNeurology	1992	881
Diffusion-Weighted Magnetic Resonance Imaging in Acute Stroke K.J. van Everdingen, Jeroen van der Grond, L. Jaap Kappelle, Stroke	1998	452
Statistical normalization techniques for magnetic resonance imaging Russell T. Shinohara, Elizabeth Sweeney, Jeff Goldsmith, NeuroImage Clinical EngineeringBrain MappingIntensity NormalizationMagnetic Resonance ImagingImage Analysis	2014	398
Fully automatic acute ischemic lesion segmentation in DWI using convolutional neural networks Liang Chen, Paul Bentley, Daniel Rueckert NeuroImage Clinical Convolutional Neural NetworkEngineeringMachine LearningAutoencodersMuscle Net	2017	327
Apparent Diffusion Coefficient Threshold for Delineation of Ischemic Core Archana Purushotham, Bruce Campbell, Matús Straka, International Journal of Stroke	2013	212

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