A FPGA-based embedded system for automatic classification of microcalcifications

被引:0
作者
Docusse, Tiago Alexandre [1 ,2 ]
Rodrigues da Silvat, Alexandre Cesar [2 ]
Pereira, Aledir Silveira [3 ]
Marranghello, Norian [3 ]
机构
[1] Inst Fed Educ Ciencia & Tecnol Sao Paulo, Barretos, SP, Brazil
[2] Sao Paulo State Univ, Dept Engenhar Elect, Ilha Solteira, SP, Brazil
[3] Sao Paulo State Univ, Dept Engenhar Elect, Sao Jose Do Rio Preto, SP, Brazil
来源
2013 25TH INTERNATIONAL CONFERENCE ON MICROELECTRONICS (ICM) | 2013年
关键词
ULTRASOUND;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper describes the development of an embedded system that automatically classifies microcalcifications detected on digital mammograms into one of the five types proposed by Michele Le Gal, a classification scheme that allows radiologists to decide whether a breast cancer is malignant or not without the need for surgeries. The hardware part of the developed system is based on an Altera Nios II software processor and the embedded software is based on wavelets and artificial neural networks. We have used an Altera DE2-US development kit in order to create a custom System-on-Chip (SoC) that has many advantages over common desktop computers. In our tests the system correctly classified 94.90% of test images, proving it can be used as a second opinion by radiologists in breast cancer early diagnosis.
引用
收藏
页数:4
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