Realization of preprocessing blocks of CNN based CASA system on FPGA

O. Levent Savkay; Nerhun Yildiz; Evren Cesur; Mustak E. Yalcin; Vedat Tavsanoglu

doi:10.1109/ecctd.2013.6662238

Realization of preprocessing blocks of CNN based CASA system on FPGA

O. Levent Savkay, Nerhun Yildiz, Evren Cesur, Mustak E. Yalcin, Vedat Tavsanoglu

Department of Electronics and Communication Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

6 Citations (Scopus)

Abstract

In this paper, hardware optimization of the preprocessing part of a computer aided semen analysis (CASA) system is proposed, which is also implemented on an FPGA device as a working prototype. A real-time cellular neural network (CNN) emulator (RTCNNP-v2) is used for the realization of the image processing algorithms, whose regular, flexible and reconfigurable infrastructure simplifies the prototyping process. For future work, the post-processing part of the CASA system is proposed to be implemented on the same FPGA device as software, using either a soft or hard processor core. By the integration of the pre- and post-processing parts, the designed CASA system will be capable of processing full-HD 1080p@60 (1080×1920) video images in real-time.

Original language	English
Title of host publication	2013 European Conference on Circuit Theory and Design, ECCTD 2013 - Proceedings
Publisher	IEEE Computer Society
ISBN (Print)	9783000437854
DOIs	https://doi.org/10.1109/ecctd.2013.6662238
Publication status	Published - 2013
Event	2013 European Conference on Circuit Theory and Design, ECCTD 2013 - Dresden, Germany Duration: 8 Sept 2013 → 12 Sept 2013

Publication series

Name	2013 European Conference on Circuit Theory and Design, ECCTD 2013 - Proceedings

Conference

Conference	2013 European Conference on Circuit Theory and Design, ECCTD 2013
Country/Territory	Germany
City	Dresden
Period	8/09/13 → 12/09/13

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This output contributes to the following UN Sustainable Development Goals (SDGs)

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10.1109/ecctd.2013.6662238

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Savkay, O. L., Yildiz, N., Cesur, E., Yalcin, M. E., & Tavsanoglu, V. (2013). Realization of preprocessing blocks of CNN based CASA system on FPGA. In 2013 European Conference on Circuit Theory and Design, ECCTD 2013 - Proceedings Article 6662238 (2013 European Conference on Circuit Theory and Design, ECCTD 2013 - Proceedings). IEEE Computer Society. https://doi.org/10.1109/ecctd.2013.6662238

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title = "Realization of preprocessing blocks of CNN based CASA system on FPGA",

abstract = "In this paper, hardware optimization of the preprocessing part of a computer aided semen analysis (CASA) system is proposed, which is also implemented on an FPGA device as a working prototype. A real-time cellular neural network (CNN) emulator (RTCNNP-v2) is used for the realization of the image processing algorithms, whose regular, flexible and reconfigurable infrastructure simplifies the prototyping process. For future work, the post-processing part of the CASA system is proposed to be implemented on the same FPGA device as software, using either a soft or hard processor core. By the integration of the pre- and post-processing parts, the designed CASA system will be capable of processing full-HD 1080p@60 (1080×1920) video images in real-time.",

author = "Savkay, {O. Levent} and Nerhun Yildiz and Evren Cesur and Yalcin, {Mustak E.} and Vedat Tavsanoglu",

year = "2013",

doi = "10.1109/ecctd.2013.6662238",

language = "English",

isbn = "9783000437854",

series = "2013 European Conference on Circuit Theory and Design, ECCTD 2013 - Proceedings",

publisher = "IEEE Computer Society",

booktitle = "2013 European Conference on Circuit Theory and Design, ECCTD 2013 - Proceedings",

address = "United States",

note = "2013 European Conference on Circuit Theory and Design, ECCTD 2013 ; Conference date: 08-09-2013 Through 12-09-2013",

}

Savkay, OL, Yildiz, N, Cesur, E, Yalcin, ME & Tavsanoglu, V 2013, Realization of preprocessing blocks of CNN based CASA system on FPGA. in 2013 European Conference on Circuit Theory and Design, ECCTD 2013 - Proceedings., 6662238, 2013 European Conference on Circuit Theory and Design, ECCTD 2013 - Proceedings, IEEE Computer Society, 2013 European Conference on Circuit Theory and Design, ECCTD 2013, Dresden, Germany, 8/09/13. https://doi.org/10.1109/ecctd.2013.6662238

Realization of preprocessing blocks of CNN based CASA system on FPGA. / Savkay, O. Levent; Yildiz, Nerhun; Cesur, Evren et al.
2013 European Conference on Circuit Theory and Design, ECCTD 2013 - Proceedings. IEEE Computer Society, 2013. 6662238 (2013 European Conference on Circuit Theory and Design, ECCTD 2013 - Proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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T1 - Realization of preprocessing blocks of CNN based CASA system on FPGA

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AU - Tavsanoglu, Vedat

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AB - In this paper, hardware optimization of the preprocessing part of a computer aided semen analysis (CASA) system is proposed, which is also implemented on an FPGA device as a working prototype. A real-time cellular neural network (CNN) emulator (RTCNNP-v2) is used for the realization of the image processing algorithms, whose regular, flexible and reconfigurable infrastructure simplifies the prototyping process. For future work, the post-processing part of the CASA system is proposed to be implemented on the same FPGA device as software, using either a soft or hard processor core. By the integration of the pre- and post-processing parts, the designed CASA system will be capable of processing full-HD 1080p@60 (1080×1920) video images in real-time.

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M3 - Conference contribution

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Realization of preprocessing blocks of CNN based CASA system on FPGA

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