.png){kind=icon}
返回
Multi-modal brain tumor image segmentation based on SDAE
.png){kind=icon}
PRE
AI
DOI：10.1002/ima.22254.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Accurate tumor segmentation has the ability to provide doctors with a basis for surgical planning. Moreover, brain tumor segmentation needs to extract different tumor tissues (Edema, tumor, tumor enhancement, and necrosis) from normal tissues which is a big challenge because tumor structures vary considerably across patients in terms of size, extension, and localization. In this article, we evaluate a fully automated method for segmenting brain tumor images from multi-modal magnetic resonance imaging volumes based on stacked de-noising auto-encoders (SDAEs). Specially, we adopted multi-modality information from T1, T1c, T2, and Flair images, respectively. We extracted gray level patches from different modalities as the input of the SDAE. After trained by the SDAE, the raw network parameters will be obtained, which are adopted as a parameter of the feed forward neural network for classification. A simple post-processing is implemented by threshold segmentation method to generate a mask to get the final segmentation result. By evaluating the proposed method on the BRATS 2015, it can be proven that our method obtains the better performance than other state-of-the-art counterpart methods. And a preliminary dice score of 0.86 for whole tumor segmentation has been achieved.
Keyword:
brain tumor segmentation
BRATS 2015
stacked de-noising auto-encoder
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
2.5
论文数:
2.2K
被引数:
2.3K
机构
暂无机构信息
引用论文
Improved Particle Size Control for the Dispersion Polymerization of Methyl methacrylate in Supercritical Carbon Dioxide超临界二氧化碳中甲基丙烯酸甲酯分散聚合的改进粒度控制
OAAI
OAAI分享收藏Structural study of lanthanides(III) in aqueous nitrate and chloride solutions by EXAFS通过EXAFS对硝酸盐和氯化物水溶液中镧系元素 (III) 的结构研究
PREAI
分享收藏Modelling forage yield and water productivity of continuous crop sequences in the Argentinian PampasOAAI
OAAI分享收藏ChemInform Abstract: Natural Products and Pharma 2011: Strategic Changes Spur New Opportunities.png)
ChemInform
ChemInformIF0
PREAI
分享收藏
查看更多内容