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Can I read Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries Volume 11384 (4th International Workshop, BrainLes 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 16, 2018, Revised Selected Papers, Part II) on EtoBox?
Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries Volume 11384 (4th International Workshop, BrainLes 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 16, 2018, Revised Selected Papers, Part II) by Crimi, Alessandro; Bakas, Spyridon; Kuijf, Hugo; Keyvan, Farahani; Reyes, Mauricio; van Walsum, Theo is a Computer Science article available to read on EtoBox.
What is Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries Volume 11384 (4th International Workshop, BrainLes 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 16, 2018, Revised Selected Papers, Part II) about?
In this paper, we propose an automated segmentation approach based on a deep two-dimensional fully convolutional neural network to segment brain multiple sclerosis lesions from multimodal magnetic resonance images. The proposed model is made as a combination of two deep subnetworks. An encoding network extracts different feature maps at various resolutions. A decoding part upconvolves the feature maps combining them through shortcut connections during an upsampling procedure. To the best of our knowledge, the proposed model is the first slice-based fully convolutional neural network for the purpose of multiple sclerosis lesion segmentation. We evaluated our network on a freely available dataset from ISBI MS challenge with encouraging results from a clinical perspective.
Who reads Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries Volume 11384 (4th International Workshop, BrainLes 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 16, 2018, Revised Selected Papers, Part II)?
It is typically read by researchers, students, and practitioners in Computer Science.
- Author
- Crimi, Alessandro; Bakas, Spyridon; Kuijf, Hugo; Keyvan, Farahani; Reyes, Mauricio; van Walsum, Theo
- Publisher
- Springer International Publishing : Imprint: Springer
- Published
- 2019
- Language
- EN
- ISBN
- 9783030117245
- Field
- Computer Science (Physical Sciences)