Deep learning based brain tumor segmentation: a survey

Liu Z, Tong L, Chen L, Jiang Z, Zhou F, Zhang Q, Zhang X, Jin Y, Zhou H (2022)
Complex & Intelligent Systems.

Zeitschriftenaufsatz | E-Veröff. vor dem Druck | Englisch
 
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Autor*in
Liu, Zhihua; Tong, Lei; Chen, Long; Jiang, Zheheng; Zhou, Feixiang; Zhang, Qianni; Zhang, Xiangrong; Jin, YaochuUniBi; Zhou, Huiyu
Abstract / Bemerkung
Brain tumor segmentation is one of the most challenging problems in medical image analysis. The goal of brain tumor segmentation is to generate accurate delineation of brain tumor regions. In recent years, deep learning methods have shown promising performance in solving various computer vision problems, such as image classification, object detection and semantic segmentation. A number of deep learning based methods have been applied to brain tumor segmentation and achieved promising results. Considering the remarkable breakthroughs made by state-of-the-art technologies, we provide this survey with a comprehensive study of recently developed deep learning based brain tumor segmentation techniques. More than 150 scientific papers are selected and discussed in this survey, extensively covering technical aspects such as network architecture design, segmentation under imbalanced conditions, and multi-modality processes. We also provide insightful discussions for future development directions.
Stichworte
Brain tumor segmentation; Deep learning; Neural networks; Network; design; Data imbalance; Multi-modalities
Erscheinungsjahr
2022
Zeitschriftentitel
Complex & Intelligent Systems
ISSN
2199-4536
eISSN
2198-6053
Page URI
https://pub.uni-bielefeld.de/record/2964652

Zitieren

Liu Z, Tong L, Chen L, et al. Deep learning based brain tumor segmentation: a survey. Complex & Intelligent Systems. 2022.
Liu, Z., Tong, L., Chen, L., Jiang, Z., Zhou, F., Zhang, Q., Zhang, X., et al. (2022). Deep learning based brain tumor segmentation: a survey. Complex & Intelligent Systems. https://doi.org/10.1007/s40747-022-00815-5
Liu, Z., Tong, L., Chen, L., Jiang, Z., Zhou, F., Zhang, Q., Zhang, X., Jin, Y., and Zhou, H. (2022). Deep learning based brain tumor segmentation: a survey. Complex & Intelligent Systems.
Liu, Z., et al., 2022. Deep learning based brain tumor segmentation: a survey. Complex & Intelligent Systems.
Z. Liu, et al., “Deep learning based brain tumor segmentation: a survey”, Complex & Intelligent Systems, 2022.
Liu, Z., Tong, L., Chen, L., Jiang, Z., Zhou, F., Zhang, Q., Zhang, X., Jin, Y., Zhou, H.: Deep learning based brain tumor segmentation: a survey. Complex & Intelligent Systems. (2022).
Liu, Zhihua, Tong, Lei, Chen, Long, Jiang, Zheheng, Zhou, Feixiang, Zhang, Qianni, Zhang, Xiangrong, Jin, Yaochu, and Zhou, Huiyu. “Deep learning based brain tumor segmentation: a survey”. Complex & Intelligent Systems (2022).

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