Presentation 2010-01-26
Computer Aided Detection System Implementation for recognize cancer in Mammograms over an FPGA
Yessica SUAREZ-HERNANDEZ, Sayaka AKIOKA, Tsutomu YOSHINAGA, Volodymyr PONOMARYOV, Gonzalo DUCHEN-SANCHEZ,
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Abstract(in English) A Computer Aided Detection, CAD, system is implemented using an FPGA development board to recognize cancer in Mammogram. The image is pre-processed using Zone detection and 2D Wavelet Transform in MATLAB. This CAD system consists of 4 blocks: the first and second blocks are the Rank Filter and Segmentation of the image, in those blocks the histogram is settled and the image turns into a binary vector, the last two, Back-Propagation Neural Network(BPNN)and Recognition of cancer deduce from the image results of the training data to recognize cancer in mammograms. This algorithm is programmed in VHDL using Quartus II of ALTERA and implemented in FPGA, because FPGAs have proven not only to be highly effective reducing the processing time especially in video and image applications but also to attain a level that makes possible the parallel processing in real time. Besides, a Log-Sigmoid Transfer Function table is created to avoid heavy mathematics calculations.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) FPGA / VHDL / CAD System / Mammograms / Neural Network / Rank Filter / Image Processing
Paper # VLD2009-77,CPSY2009-59,RECONF2009-62
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Conference Information
Committee RECONF
Conference Date 2010/1/19(1days)
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Registration To Reconfigurable Systems (RECONF)
Language ENG
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Computer Aided Detection System Implementation for recognize cancer in Mammograms over an FPGA
Sub Title (in English)
Keyword(1) FPGA
Keyword(2) VHDL
Keyword(3) CAD System
Keyword(4) Mammograms
Keyword(5) Neural Network
Keyword(6) Rank Filter
Keyword(7) Image Processing
1st Author's Name Yessica SUAREZ-HERNANDEZ
1st Author's Affiliation National Polytechnic Institute()
2nd Author's Name Sayaka AKIOKA
2nd Author's Affiliation University of Electro-Communications
3rd Author's Name Tsutomu YOSHINAGA
3rd Author's Affiliation University of Electro-Communications
4th Author's Name Volodymyr PONOMARYOV
4th Author's Affiliation National Polytechnic Institute
5th Author's Name Gonzalo DUCHEN-SANCHEZ
5th Author's Affiliation National Polytechnic Institute
Date 2010-01-26
Paper # VLD2009-77,CPSY2009-59,RECONF2009-62
Volume (vol) vol.109
Number (no) 395
Page pp.pp.-
#Pages 6
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