Deep feature learning for soft tissue sarcoma classification in MR images via transfer learning

作者：

Highlights：

• Deep learning-based MRI classification of soft tissue sarcoma of the extremities.

• Impact of Type2 fuzzy entropy MRI fusion in the shearlet domain on transfer learning.

• The depth of knowledge transfer for soft tissue sarcomas MRI classification.

摘要

•Deep learning-based MRI classification of soft tissue sarcoma of the extremities.•Impact of Type2 fuzzy entropy MRI fusion in the shearlet domain on transfer learning.•The depth of knowledge transfer for soft tissue sarcomas MRI classification.

论文关键词：Convolutional Neural Networks,Soft tissue sarcoma,Multi-modal medical image fusion and classification,Type-2 fuzzy logic,Transfer learning

论文评审过程：Received 22 April 2018, Revised 16 November 2018, Accepted 17 November 2018, Available online 19 November 2018, Version of Record 22 November 2018.

论文官网地址：https://doi.org/10.1016/j.eswa.2018.11.025