Ákos Zarándy, C.Sci., senior research fellow
Ákos Zarándy
Address: 1111 Budapest, Kende u. 13-17.
Room number: K 330
Phone: +36 1 279 6131
E-mail: zarandyEZT_TOROLJE_KI@EZT_TOROLJE_KIsztaki.hu
Department: Cellular Sensory and Wave Computing Laboratory

Curriculum vitae

Dr. Ákos Zarándy

Personal Information
Name: Ákos Zarándy
Date of birth: Oct 6th, 1967
Workplace: Computer and Automation Research Institute of the Hungarian Academy of Sciencies (MTA-SZTAKI)
Address: POB: 63, 1518 Budapest, Hungary
Phone: +36 1 279-6131
Fax: +36 1 209-5264
Email: zarandy@sztaki.hu
Citizenship: Hungarian
Professional Experience
2007-present Senior Research Fellow (MTA-SZTAKI, Hungary)
2005-2006 CTO (Eutecus Inc. Berkeley, California, USA)
2000-2005 CEO (AnaLogic Computers Ltd, Budapest, Hungary, Spin-off company of SZTAKI)
1997-2005 Research Fellow (MTA-SZTAKI, Hungary)
1992-1997 PhD student (MTA-SZTAKI, Hungary)
1993, 95, 96, 98 Visiting scholar or post doc at University of California at Berkeley
Education
1997 Ph.D. in Computer science, Hungarian Academey of Sciences:
"CNN Universal Machines: spatial logic, colors, and illusions"
1992 MsC, Electrical Engineering, Technical University of Budapest, Hungary
Fields of interest
Focal-plane sensor-processors: architecture, design, and development
Cellular Neural Network research: VLSI implementations, algorithm development
IR imaging: sensor interface development
Human and artificial vision, color vision: modelling
Image processing: algorithms, embedded implementation
System integration: ultra-high speed, low power, embedded image processing devices
Major technical achievements
2006-2007: 8x8 nanoantenna sensor interface including per pixel analogue amplifiers and programmable digital filters (100dB signal to noise ratio total) (Project Leader)
2005-2006: Focal-plane sensor-processor array with 64 fully programmable on-chip processors: XENON (Project Leader)
2004-2005: Locally adaptive image sensor development
2002-2005: Biologically motivated collision warning focal-plane sensor-processor array: LOCUST (Group Leader)
2002-2003 Bi-i: Industrial grade camera capable over 25,000 FPS visual decision making (capturing and real-time evaluation) Product of the year, Vision 2003, Stuttgart (Project Leader)
1996-2000: CNN Chip Prototyping System (chief developer)
Publication Summary
26 peer-reviewed published (or accepted) papers
5 Book chapters
45 conference contributions
300 total number of citations (excluding self citation)
2 patents
Most Important International Collaborations
1994- present: Focal-plane sensor-processor chip development and testing, Microelectronic Institute Seville, Spain, Prof. Angel Rodriguez-Vazquez and his group
2002-present Active contour algorithm implementation on sensor-processor array School of Electrical and Electronic Engineering The University of Manchester, Dr. Piotr Dudek
2000-present: Neuromorph modell implementations on sensor processor arrays Friedrich Miescher Institute, Dr. Botond Roska
1998-present Robot guidance algorithms for sensor-processor array Department of Electronic and Electrical Systems, University of Catania, Dr. Paolo Arena
Teaching
2005-present Peter Pazmany Catholic University, „Electronic components of the computing, communicating and sensing devices”
Grants and Scholarships
2005-2007: Nanoantenna sensor-processor array development: Eutecus Inc, Notre Dame University (two US grants: N00014-05C-0370 and HQ0006-05-C-7268, over $1,5M) role: PI
2002-2003 RobotEyepair (Hungarian grant IKTA4-044) Budget: 420k Euro. Role: PI
2004-2007 SPARK: Spatial-temporal Patterns for Action-oriented perception in Roving robots, (FP6-2003-IST-2) EU FP6, role: participant
2002-2005: LOCUST: Life-Like Object Detection For Collision Avoidance Using Spatio-Temporal Image Processing. (IST-2001-38097) EU FP5-FP6. Role: participant
2000-2003 DICTAM: Dynamic Image Computing Using Tera-Speed Analogic Visual Microprocessors. (IST-1999-19007) EU FP5. role: participant
Honors and Awards
2007 Charles Simonyi Award
2007 Microprocessor Report Innovation Award, San Jose, California: Superfast Sensor-Processors Break New Ground in Digital Imaging
2005 Best paper award, “Per-pixel integration time controlled image sensor” ECCTD Ireland
2003 Product of the year at Stuttgart Vision fair: Bi-i camera
2002 John von Kemeny Award
2000 Denes Gabor Patent Award
1999 General Electrics Scholarship
Spcecial issues, sessions sessions
2004: Special issue: IEEE Transactions on Circuits and Systems—I: Fundamental Theory and Applications (TCAS-I), „CNN Technology and Active Wave Computing: Analog-and-logic cellular machines integrating sensors and/or actuators” guest co-editor
2003: Special session: IEEE International symphosium on Circuits and Systems (ISCAS) „Spatiotemporal cellular vision systems” co-organizer
2002: Journal of Circuits, Systems, and Computers, „CNN Technology and Visual Microprocessors”, guest co-editor

Publications

[order by time] [order by categories ] [order by authors]

2008.

Insect-vision inspired collision warning vision processor for automobiles.
Authors: Linan-Cembrano, G.; Carranza, L.; Rind, C.; Zarándy, Ákos; Soininen, M.; Rodríguez-Vázquez, A.
Date: 2008.
Published by: IEEE Circuits and Systems Magazine (Volume no.: 8, Issue no.: 2, Page: 6-24.)
Configurable 3D-integrated focal-plane sensor-processor array architecture.
Authors: Földesy, Péter; Zarándy, Ákos; Rekeczky, Csaba
Date: 2008.
Published by: International Journal of Circuit Theory and Applications (Volume no.: 36, Issue no.: 5-6, Page: 573-588.)
Real-time moving object segmentation algorithm implemented on the Eye-RIS focal plane sensor-processor system.
Implementing the non-linear wave metric on the Q-Eye cellular array processor chip.
Authors: Bank, Dániel; Zarándy, Ákos; Hillier, Dávid
Date: 2008.
Published by: NOLTA 2008. 2008 international symposium on nonlinear theory and its applications. Budapest, 2008. (Page: 108-111.)
Clusterable cellular visual microprocessor.
Analysis of 2D operators on topographic and non-topographic processor architectures.
Implementation and efficiency analysis of 2D operators on topographic and non-topographic image processor architectures.
Authors: Zarándy, Ákos; Rekeczky, Csaba
Date: 2008.
Published by: Research report of Cellular Sensory and Wave Computing Laboratory CSW-2-2008. (Length: 21)

2006.

Analog VLSI, array-processor-based, Bayesian, multi-scale optical flow estimation
Authors: Török, Levente; Zarándy, Ákos
Date: 2006.
Published by: International Journal of Circuit Theory and Applications (Volume no.: 34, Page: 49-75)
Digital implementation of the cellular sensor-computers
Authors: Földesy, Péter; Zarándy, Ákos; Rekeczky, Csaba; Roska, Tamás
Date: 2006.
Published by: International Journal of Circuit Theory and Applications (Volume no.: 34, Page: 409-428)

2005.

High-speed label inspection system for textile industry
Authors: Szatmári, I; Zarándy, Á
Date: 2005.
Published by: Proceedings of the 10th IMEKO TC10. International conference on technical diagnostics. Budapest, 2005. (Page: 99-102)
Bi-i: a standalone ultra high speed cellular vision system
Authors: Zarándy, Á; Rekeczky, Cs
Date: 2005.
Published by: IEEE CIRCUITS AND SYSTEMS MAGAZINE (Volume no.: 5, Issue no.: 2, Page: 36-45)
Various implementations of topographic, sensory, cellular wave computers
Authors: Zarándy, Á; Földesy, P; Szolgay, P; Tőkés, Sz; Rekeczky, Cs; Roska, T
Date: 2005.
Published by: ISCAS 2005. IEEE international symposium on circuits and systems. Kobe, 2005. (Page: 5802-5805)
Per-pixel integration time controlled image sensor
Authors: Zarándy, Á; Földesy, P; Roska, T
Date: 2005.
Published by: ECCTD’05. Proceedings of the 2005 European conference on circuit theory and design. Cork, 2005. (Page: 149-153)

2004.

Topographic and non-topographic neural network based computational platform for UAV applications
Authors: Rekeczky, CS; Tímár, G; Bálya, D; Szatmári, I; Zarándy, Á
Date: 2004.
Published by: Neural Networks, 2004. Proceedings of the IEEE International Joint Conference IJCNN'04, Vol. 3. (Page: 1763-1768)
Cellular multiadaptive analogic achitecture: a computational framework for UAV applications
Authors: Rekeczky, CS; Szatmári, I; Bálya, D; Tímár, G; Zarándy, Á
Date: 2004.
Published by: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS (Volume no.: 51, Issue no.: 5, Page: 864-884)
Bi-i: a standalone cellular vision system. Part II: Topographic and non-topographic algorithms and related applications
Authors: Rekeczky, CS; Zarándy, Á
Date: 2004.
Published by: Cellular Neural Networks and their Applications. Proceedings of the 8th IEEE international workshop Budapest (CNNA 2004) (Page: 10-15)
Receptive field atlas and related CNN models
Authors: Gál, V; Hámori, J; Roska, T; Bálya, D; Borostyánkői, ZS; Brendel, M; Lotz, K; Négyessy, L; Orzó, L; Petrás, I; Rekeczky, CS; Takács, J; Venetiáner, P; Vidnyánszky, Z; Zarándy, Á
Date: 2004.
Published by: INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS (Volume no.: 14, Issue no.: 2, Page: 551-584)
Analog VLSI based Bayesian multi-scale optical flow estimation. (Research report of the Analogical and Neural Computing Laboratory DNS-7-2004)
Authors: Török, L; Zarándy, Á
Date: 2004.
Published by: Analog VLSI based Bayesian multi-scale optical flow estimation. (Research report of the Analogical and Neural Computing Laboratory DNS-7-2004) (Page: 21)
Bayesian incorporation of multiple scales in optical flow estimation
Authors: Török, L; Zarándy, Á; Roska, T
Date: 2004.
Published by: Cellular Neural Networks and their Applications. Proceedings of the 8th IEEE international workshop Budapest (CNNA 2004) (Page: 309-314)
High dynamic range perception with spatially variant exposure
Authors: Wagner, R; Zarándy, Á; Roska, T
Date: 2004.
Published by: Cellular Neural Networks and their Applications. Proceedings of the 8th IEEE international workshop Budapest (CNNA 2004) (Page: 303-308)
Adaptive perception with locally-adaptable sensor array
Authors: Wagner, R; Zarándy, Á; Roska, T
Date: 2004.
Published by: Circuits and Systems. Proceedings of the International Symposium ISCAS '04. Vol. 1. (Page: 159-164)
Adaptive perception with locally adaptable sensor array
Authors: Wagner, R; Zarándy, Á; Roska, T
Date: 2004.
Published by: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS (Volume no.: 51, Issue no.: 5, Page: 1014-1023)
Bi-i: a standalone cellular vision system. Part I. Architecture and ultra high frame rate processing examples
Authors: Zarándy, Á; Rekeczky, CS
Date: 2004.
Published by: Cellular Neural Networks and their Applications. Proceedings of the 8th IEEE international workshop Budapest (CNNA 2004) (Page: 4-9)

2003.

Proactive, adaptive, cellular sensory-computer architecture via extending the CNN univesal machine
Authors: Roska, T; Zarándy, Á
Date: 2003.
Published by: Circuit Theory and Design. Proceedings of the 16th European Conference ECCTD'03. Vol. 1. (Page: 1-7)
Vision systems based on the 128x128 focal plane cellular visual microprocessor chips
Authors: Zarándy, Á; Rekeczky, CS; Szatmári, I
Date: 2003.
Published by: Circuits and Systems, 2003. Proceedings of the ISCAS '03, Bangkok, Vol. 3. (Page: 518-521)
The new framework of applications: the Aladdin system
Authors: Zarándy, Á; Rekeczky, CS; Földesy, P; Szatmári, I
Date: 2003.
Published by: JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS (Volume no.: 12, Issue no.: 6, Page: 769-781)

2002.

Image processing library for the ALADDIN visual computer.
Authors: Szatmári, I; Földesy, P; Rekeczky, CS; Zarándy, Á
Date: 2002.
Published by: Cellular Neural Networks and Their Applications. Proceedings of the 7th IEEE International Workshop (Page: 563-570)
Moving object traking on panoramic images.
Authors: Földesy, P; Szatmári, I; Zarándy, Á
Date: 2002.
Published by: Cellular Neural Networks and Their Applications. Proceedings of the 7th IEEE International Workshop (Page: 63-70)
CNN based color constancy algorithm.
Authors: Török, L; Zarándy, Á
Date: 2002.
Published by: Cellular Neural Networks and Their Applications. Proceedings of the 7th IEEE International Workshop (Page: 452-458)

2001.

Dennis Gabor as the initiator of optical computing. Importance and prospects of optical computing and an optical implementation of the CCN-UM computer.
Authors: Tőkés, SZ; Orzó, L; Rekeczky, CS; Zarándy, Á; Roska, T
Date: 2001.
Published by: Magyar informatikusok II. világtalálkozója. Budapest, 2000. 1. köt. (Page: 173-187)
ACE box: high-performance visual computer based on the ACE4k analogic array processor chip.
Authors: Zarándy, Á
Date: 2001.
Published by: Circuit paradigm in the 21st century. ECCTD '01. Proceedings of the 15th European conference on circuit theory and design. Espoo, 2001. Vol. 1. (Page: 361-364)
Cellular Neural Networks: A paradigm for nonlinear spatio-temporal processing
Authors: Fortuna, L; Arena, P; Bálya, D; Zarándy, Á
Date: 2001.
Published by: IEEE CIRCUITS AND SYSTEMS MAGAZINE (Volume no.: 1, Issue no.: 4, Page: 6-21)

2000.

Dennis Gabor as the initiator of optical computing: Importance and prospects of optical computing and an optical implementation of the CNN-UM computer.
Authors: Tőkés, S; Orzó, L; Rekeczky, C; Zarándy, Á; Roska, T
Date: 2000.
Published by: Dennis Gabor. On centenary of his birth. Dennis Gabor memorial conference and symposium on holography and high resolution measurement techniques including information processing and precision measurement techniques. Budapest, 2000. (Page: 15)
An optical CNN implementation with stored programmability.
Authors: Tőkés, S; Orzó, L; Rekeczky, C; Roska, T; Zarándy, Á
Date: 2000.
Published by: The 2000 IEEE international symposium on circuits and systems. Emerging technologies for the 21st century. ISCAS 2000. Geneva, 2000. Vol. 2. (Page: 136-139)
An analogic CNN engine board with the 64x64 analog I/O CNN-UM chip.
Authors: Szatmári, I; Zarándy, Á; Földesy, P; Kék, L
Date: 2000.
Published by: The 2000 IEEE international symposium on circuits and systems. Emerging technologies for the 21st century. ISCAS 2000. Geneva, 2000. Vol. 2. (Page: 124-127)
Analogikai celluláris számítógépek. Egy új számítógépelv.
Authors: Roska, T; Bálya, D; Csapodi, M; Zarándy, Á
Date: 2000.
Published by: TERMÉSZET VILÁGA (Volume no.: 131, Issue no.: 2, Page: 71-74)
Futási eredmények az analogikai CNN-UM vizuális mikroprocesszorokon.
Authors: Zarándy, Á; Csapody, M; Rekeczky, C
Date: 2000.
Published by: Képfeldolgozók és alakfelismerok 2. konferenciája. (Second conference of the Hungarian Image Processing and Pattern Recognition Society.) Noszvaj, 2000. (Page: 51-56)
20 msec focal plane image processing.
Authors: Zarándy, Á; Csapodi, M; Roska, T
Date: 2000.
Published by: Proceedings of the 6th IEEE international workshop on cellular neural networks and their applications. (CNNA 2000). Catania, 2000. (Page: 267-271)
A mammogram diagnostic workstation.
Authors: Liszka, G; Zarándy, Á; Roska, T; Petrányi, Á; Hegyesi, J; Csapodi, M; Kék, L
Date: 2000.
Published by: Towards the visual microprocessor. VLSI design and the use of cellular neural network universal machines. (Page: 319-330)
CNN universal chips for solving problems in object-oriented dynamic image coding.
Authors: Kozek, T; Zarándy, Á; Kunt, M; Roska, T; Chua, LO
Date: 2000.
Published by: Towards the visual microprocessor. VLSI design and the use of cellular neural network universal machines. (Page: 360-372)
CNN technology in action.
Authors: Zarándy, Á; Espejo, S; Földesy, P; Kék, L; Linán, G; Rekeczky, C; Rodriguez-Vázquez, A; Roska, T; Szatmári, I; Szirányi, T; Szolgay, P
Date: 2000.
Published by: Proceedings of the 6th IEEE international workshop on cellular neural networks and their applications. (CNNA 2000). Catania, 2000. (Page: 79-81)
A development system for prototyping and interfacing CNN chips and for analogic algorithm design.
Authors: Zarándy, Á; Roska, T; Szolgay, P; Földesy, P; Zöld, S
Date: 2000.
Published by: Towards the visual microprocessor. VLSI design and the use of cellular neural network universal machines. (Page: 30-38)

1999.

A new type of analogic CNN agorithmfor printed circuit board layout error detection.
Authors: Hídvégi, T; Szolgay, P; Zarándy, Á
Date: 1999.
Published by: INES '99. 1999 IEEE international conference on intelligent engineering systems. Proceedings. Poprad, 1999. (Page: 501-506)
Fault-tolerant design of analogic CNN templates and algorithms - Part I: The binary output case.
Authors: Földesy, P; Kék, L; Zarándy, Á; Roska, T; Bártfai, G
Date: 1999.
Published by: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS (Volume no.: 46, Issue no.: 2, Page: 312-322)
Noise estimation and measures for detection of clustered microalcifications.
Authors: Csapodi, M; Petrányi, Á; Liszka, GY; Zarándy, Á; Roska, T
Date: 1999.
Published by: Information processing in medical imaging. 16th international conference. IPMI'99. Visegrád, 1999. (Page: 412-417)
Local contrast measures for detection of microalcifications. (Research report of the Analogical and Neural Computing Laborarory, DNS-3-1999)
Authors: Csapodi, M; Petrányi, Á; Liszka, GY; Zarándy, Á; Kék, L; Roska, T
Date: 1999.
Published by: Local contrast measures for detection of microalcifications. (Research report of the Analogical and Neural Computing Laborarory, DNS-3-1999) (Page: 26)
An emulated digital CNN Implementation.
Authors: Keresztes, P; Zarándy, Á; Roska, T; Szolgay, P; Bezák, T; Hídvégi, T; Jónás, P; Katona, A
Date: 1999.
Published by: JOURNAL OF VLSI SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY (Volume no.: 23, Issue no.: 2-3, Page: 291-303)
The computational infrastructure of analogic CNN computing - Part I: The CNN-UM chip prototyping system.
Authors: Roska, T; Zarándy, Á; Zöld, S; Földesy, P; Szolgay, P
Date: 1999.
Published by: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS (Volume no.: 46, Issue no.: 2, Page: 261-268)
CNN chip prototyping and development systems.
Authors: Zarándy, Á; Roska, T; Szolgay, P; Zöld, S; Földesy, P; Petrás, I
Date: 1999.
Published by: Design automation day on cellular visual microprocessor. Stresa, 1999. (Page: 69-81)
CNN-based models for color vision and visual illusions.
Authors: Zarándy, Á; Orzó, L; Grawes, E; Werblin, F
Date: 1999.
Published by: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS (Volume no.: 46, Issue no.: 2, Page: 229-238)
The computational infrastructure for cellular visual microprocessors.
Authors: Szolgay, P; Zarándy, Á; Zöld, S; Roska, T; Földesy, P; Kék, L; Kozek, T; László, K; Petrás, I; Rekeczky, CS; Szatmári, I; Bálya, D
Date: 1999.
Published by: MicroNeuro '99. Proceedings of the seventh international conference on microelectronics for neural, fuzzy, and bio-inspired systems. Granada, 1999. (Page: 54-60)
The CADETWin application software design system - a tutorial.
Authors: Szolgay, P; László, K; Kék, L; Kozek, T; Nemes, L; Petrás, I; Rekeczky, CS; Szatmári, I; Zarándy, Á; Zöld, S; Roska, T
Date: 1999.
Published by: Design automation day on cellular visual microprocessor. Stresa, 1999. (Page: 58-68)
The art of CNN template design.
Authors: Zarándy, Á
Date: 1999.
Published by: INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS (Volume no.: 27, Issue no.: 1, Page: 5-23)

1998.

Mammographiás szűrőállomásokhoz telepített analogikai munkahely adatkezelése.
Authors: Kék, L; Liszka, GY; Petrányi, Á; Zarándy, Á; Bölöni, L
Date: 1998.
Published by: MAGYAR ONKOLÓGIA (Volume no.: 42, Issue no.: 2, Page: 109-120)
Fault tolerant design of analogic CNN templates and algorithms. Part I: The binary output case.(Research report of the Analogical and Neural Computing Laboratory, DNS-3-1998.)
Authors: Földesy, P; Kék, L; Zarándy, Á; Roska, T; Bártfai, G
Date: 1998.
Published by: Fault tolerant design of analogic CNN templates and algorithms. Part I: The binary output case.(Research report of the Analogical and Neural Computing Laboratory, DNS-3-1998.) (Page: 18)
Fault tolerant CNN template design and optimatization based on chip measurements.
Authors: Földesy, P; Kék, L; Roska, T; Zarándy, Á; Bártfai, G
Date: 1998.
Published by: 1998 fifth IEEE international workshop on cellular neural networks and their applications. CNNA 98. Proceedings. London, 1998 (Page: 404-409)
Implementation of large-neighbourhood non-linear templates on the CNN universal machine.
Authors: Kék, L; Zarándy, Á
Date: 1998.
Published by: INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS (Volume no.: 26, Page: 551-566)
Analogic Macro Code (AMC). Extended assembly language for CNN computers. Version 1.1.(Research report of the Analogical and Neural Computing Laboratory, DNS-10-1998.)
Authors: Kozek, T; Zarándy, Á; Zöld, S; Roska, T; Szolgay, P
Date: 1998.
Published by: Analogic Macro Code (AMC). Extended assembly language for CNN computers. Version 1.1.(Research report of the Analogical and Neural Computing Laboratory, DNS-10-1998.) (Page: 17)
CASTLE: an emulated digital architecture; design issues, new results.
Authors: Zarándy, Á; Keresztes, P; Roska, T; Szolgay, P
Date: 1998.
Published by: 5th IEEE international conference on electronics, circuits and systems. ICECS '98. Surfing the waves of science and technology. Proceedings. Lisboa, 1998. Vol. 1. (Page: 199-202)
An emulated digital architecture implementing the CNN universal machine.
Authors: Zarándy, Á; Keresztes, P; Roska, T; Szolgay, P
Date: 1998.
Published by: 1998 fifth IEEE international workshop on cellular neural networks and their applications. CNNA 98. Proceedings. London, 1998. (Page: 249-252)
Implementation of Binary and gray-scale mathematical morphology on the CNN universal machine.
Authors: Zarándy, Á; Stoffels, A; Roska, T; Chua, LO
Date: 1998.
Published by: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS (Volume no.: 45, Issue no.: 2, Page: 163-168)

1997.

New results and measurements related to some tasks in object-oriented dynamic image coding using CNN universal chips.
Authors: Kozek, T; Wu, CW; Zarándy, Á; Chen, H; Roska, T; Kunt, M; Chua, LO
Date: 1997.
Published by: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY (Volume no.: 7, Issue no.: 4, Page: 606-614)
Implementation of large-neighborhood nonlinear templates on the CNN universal machine.
Authors: Kék, L; Zarándy, Á
Date: 1997.
Published by: ECCTD '97. Proceedings of the 1997 European conference on circuit theory and design. Budapest, 1997. Vol. 2. (Page: 661-666)
0.8-?m CMOS two-dimensional programmable mixed-signal focal-plane array processor with on-chip binary imaging and instructions storage.
Authors: Domínguez-Castro, R; Espejo, S; Rodríguez-Vázquez, A; Carmona, RA; Földesy, P; Zarándy, Á; Szolgay, P; Szirányi, T; Roska, T
Date: 1997.
Published by: IEEE JOURNAL OF SOLID-STATE CIRCUITS (Volume no.: 32, Issue no.: 7, Page: 1013-1026)
CNN univerzális számítógépek alkalmazása: térbeli logika, színek és illúziók.
Authors: Zarándy, Á
Date: 1997.
Published by: (Page: 98)
Ultra fast image processing via CNN technology.
Authors: Roska, T; Szolgay, P; Zarándy, Á
Date: 1997.
Published by: Integrated circuits and devices. Proceedings of the Hungarian-Korean seminar. Budapest, 1997. (Page: 37-42)
The art of CNN template design.(Research report of the Analogical and Neural Computing Laboratory, DNS-8-1997.)
Authors: Zarándy, Á
Date: 1997.
Published by: The art of CNN template design.(Research report of the Analogical and Neural Computing Laboratory, DNS-8-1997.) (Page: 20)
Mammogram and echocardiogram analysis by using cellular neural network technology.
Authors: Zarándy, Á; Rekeczky, CS; Csapodi, M; Roska, T
Date: 1997.
Published by: ERCIM NEWS (Volume no.: 29, Page: 17-18)
Celluláris és neurális áramkörök alkalmazása mammogramok kiértékelésében.
Authors: Zarándy, Á; Liszka, GY; Roska, T; Csapody, M; Petrányi, Á; Kék, L; Hegyesi, J
Date: 1997.
Published by: Magyar képfeldolgozók és alakfelismerők országos konferenciája. KEPAF conference on image analysis and pattern recognition. Keszthely, 1997. (Page: 10-17)
Analogic mammogram diagnostic workstation boosted up with cellular neural networks. Version 1.1. (Research report of the Analogical and Neural Computing Laboratory, DNS-3-1997.)
Authors: Zarándy, Á; Csapodi, M; Liszka, GY; Roska, T; Petrányi, Á; Kék, L; Udvarhelyi, N; Hegyesi, J
Date: 1997.
Published by: Analogic mammogram diagnostic workstation boosted up with cellular neural networks. Version 1.1. (Research report of the Analogical and Neural Computing Laboratory, DNS-3-1997.) (Page: 15)
Functional measurements of the first analog input/output CNN universal chip. (Research report of the Analogical and Neural Computing Laboratory, DNS-4-1997.)
Authors: Zarándy, Á; Cruz, M; Szolgay, P; Földesy, P; Chua, LO; Roska, T
Date: 1997.
Published by: Functional measurements of the first analog input/output CNN universal chip. (Research report of the Analogical and Neural Computing Laboratory, DNS-4-1997.) (Page: 15)
CNN template design strategies and fault tolerant CNN template design - a survey.
Authors: Zarándy, Á; Roska, T
Date: 1997.
Published by: ECCTD '97. Design automation day on cellular computing architectures for multimedia and intelligent image sensors. Budapest, 1997. (Page: 178-197)

1996.

Implementation of large-neighborhood nonlinear templates on the CNN universal machine. ( Research report of the Analogical and Neural Computing Laboratory, DNS-7-1996.)
Authors: Kék, L; Zarándy, Á
Date: 1996.
Published by: Implementation of large-neighborhood nonlinear templates on the CNN universal machine. ( Research report of the Analogical and Neural Computing Laboratory, DNS-7-1996.) (Page: 14)
Real-life application case studies using CMOS 0.8 mm CNN universal chip: analogic algorithm for motion detection and texture segmentation.
Authors: Földesy, P; Zarándy, Á; Szolgay, P; Szirányi, T
Date: 1996.
Published by: 1996 fourth IEEE international workshop on Cellular Neural Networks and their applications proceedings. CNNA-96. Seville, 1996. (Page: 363-368)
CNN universal chips crank up the computing power
Authors: Chua, LO; Roska, T; Kozek, T; Zarándy, Á
Date: 1996.
Published by: IEEE CIRCUITS AND DEVICES (Volume no.: 12, Issue no.: 4, Page: 18-28)
New results and measurements related to dynamic image coding using CNN universal chips. (Memorandum of the Electronics Research Laboratory, UCB/ERL M96/58)
Authors: Kozek, T; Wu, CW; Zarándy, Á; Chen, H; Roska, T; Kunt, M; Chua, LO
Date: 1996.
Published by: New results and measurements related to dynamic image coding using CNN universal chips. (Memorandum of the Electronics Research Laboratory, UCB/ERL M96/58) (Page: 21)
CNN model for identifying colors under different illumination condition via Land's experiments.
Authors: Zarándy, Á; Grawes, E; Roska, T; Werblin, F; Chua, LO
Date: 1996.
Published by: 1996 fourth IEEE international workshop on Cellular Neural Networks and their applications proceedings. CNNA-96. Seville, 1996. (Page: 163-168)
Morphological operators on the CNN universal machine.
Authors: Zarándy, Á; Stoffels, A; Roska, T; Chua, LO
Date: 1996.
Published by: 1996 fourth IEEE international workshop on Cellular Neural Networks and their applications proceedings. CNNA-96. Seville, 1996. (Page: 151-156)
Implementation of binary and gray-scale mathematical morphology on the CNN universal machine. ( Memorandum of the Electronics Research Laboratory, UCB/ERL M96/19)
Authors: Zarándy, Á; Stoffels, A; Roska, T; Chua, LO
Date: 1996.
Published by: Implementation of binary and gray-scale mathematical morphology on the CNN universal machine. ( Memorandum of the Electronics Research Laboratory, UCB/ERL M96/19) (Page: 15)
Spatial logic algorithm using basic morphological analogic CNN operators.
Authors: Zarándy, Á; Werblin, F; Roska, T; Chua, LO
Date: 1996.
Published by: INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS (Volume no.: 24, Issue no.: 3, Page: 283-300)

1995.

Analogic CNN models of some qualitative pattern recognition tasks in the inferotemporal cortex. (Research report of the Neuromorphic Information Technology, Graduate Center. NIT-1-1995.)
Authors: Lotz, K; Hámori, J; Roska, T; Zarándy, Á
Date: 1995.
Published by: Analogic CNN models of some qualitative pattern recognition tasks in the inferotemporal cortex. (Research report of the Neuromorphic Information Technology, Graduate Center. NIT-1-1995.) (Page: 13)
Mammogram analysis using CNN algorithms
Authors: Liszkai, GY; Roska, T; Zarándy, Á; hegyesi, J; Kék, L; Rekeczky, CS
Date: 1995.
Published by: Image processing. Medical imaging 1995. Proceedings. San Diego, 1995. (SPIE proceedings series 2434.) (Page: 461-469)
Cellular neural networks. Part 2. Application examples - a tutorial
Authors: Fajfar, I; Roska, T; Lotz, K; Zarándy, Á
Date: 1995.
Published by: ERK'95. Zbornik cetrte elektrotehniske in racunalniske konference. Portoroz, 1995. Vol. B (Page: 241-244)
An analogic phenomenological CNN algorithm to model the mouth detection task of the inferotemporal cortex discovered by I. Fujita
Authors: Lotz, K; Zarándy, Á; Roska, T; Hámori, J
Date: 1995.
Published by: NOLTA'95. 1995 international symposium on nonlinear theory and applications. Proceedings. Las Vegas, 1995. Vol. 2. (Page: 717-722)
Analogic CNN algorithms and applications - chip-development system and case studies
Authors: Roska, T; Chua, LO; Zarándy, Á
Date: 1995.
Published by: Microsystems technology for multimedia applications (Page: 417-430)
Intelligent image resolution enhancement by the CNN universal machine and its relevance to TV picture enhancement
Authors: Zarándy, Á; Roska, T; Werblin, F; Chua, LO
Date: 1995.
Published by: NOLTA'95. 1995 international symposium on nonlinear theory and applications. Proceedings. Las Vegas, 1995. Vol. 2. (Page: 701-706)
Translating neuromorphic CNN visual models to the analogic visual microprocessors
Authors: Roska, T; Chua, LO; Zarándy, Á
Date: 1995.
Published by: ISCAS 1995. IEEE international symposium on circuits and systems. Seattle, 1995. Vol. 2. (Page: 1307-1309)
Spatial logic algorithms using analogic CNN instructions and its use in bank-note recognition. (Research report of the Analogical and Neural Computing Laboratory DNS-5-1995.)
Authors: Zarándy, Á
Date: 1995.
Published by: Spatial logic algorithms using analogic CNN instructions and its use in bank-note recognition. (Research report of the Analogical and Neural Computing Laboratory DNS-5-1995.) (Page: 19)

1994.

On a CNN chip-prototyping system
Authors: Roska, T; Szolgay, P; Zarándy, Á; Venetianer, PL; Radványi, A; Szirányi, T
Date: 1994.
Published by: Proceedings of the third IEEE international workshop on cellular neural networks and their applications. CNNA-94. Rome, 1994 (Page: 375-380)
Design of analogic CNN algorithms for mammogram analysis
Authors: Zarándy, Á; Roska, T; Liszka, GY; Hegyesi, J; Kék, L; Rekeczky, CS
Date: 1994.
Published by: Proceedings of the third IEEE international workshop on cellular neural networks and their applications. CNNA-94. Rome, 1994 (Page: 255-260)
Novel types of analogic CNN algorithms for recognizing bank-notes. (Memorandum UCB/ERL M94/29.)
Authors: Zarándy, Á; Werblin, F; Roska, T; Chua, LO
Date: 1994.
Published by: Novel types of analogic CNN algorithms for recognizing bank-notes. (Memorandum UCB/ERL M94/29.) (Page: 20)
Novel types of analogic CNN algorithms for recognizing bank-notes
Authors: Zarándy, Á; Werblin, F; Roska, T; Chua, LO
Date: 1994.
Published by: Proceedings of the third IEEE international workshop on cellular neural networks and their applications. CNNA-94. Rome, 1994 (Page: 273-278)

1993.

The CNN paradigm - a short tutorial
Authors: Chua, LO; Roska, T; Kozek, T; Zarándy, Á
Date: 1993.
Published by: Cellular neural networks (Page: 1-14)
Color image processing by CNN
Authors: Roska, T; Zarándy, Á; Chua, LO
Date: 1993.
Published by: Circuit theory and design. Proceedings of the 11th European conference - ECCTD'93. Davos, Part 1. (Page: 57-62)
Language, compiler, and operating system for the CNN supercomputer. Memorandum UCB/ERL M93/34
Authors: Roska, T; Chua, LO; Zarándy, Á
Date: 1993.
Published by: Language, compiler, and operating system for the CNN supercomputer. Memorandum UCB/ERL M93/34 (Page: 20)
The use of CNN models in the subcortical visual pathway
Authors: Roska, T; Hámori, J; Lábos, E; Lotz, K; Orzó, L; Takács, J; Venetianer, PL; Vidnyánszky, Z; Zarándy, Á
Date: 1993.
Published by: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS (Volume no.: 40, Issue no.: 3, Page: 182-195)

1992.

CNNHAC cellular neural network simulator using hardware accelerator board. (Reseach report of the Dual and Neural Computing Systems Laboratory DNS-11-1992.)
Authors: Radványi, A; Zarándy, Á
Date: 1992.
Published by: CNNHAC cellular neural network simulator using hardware accelerator board. (Reseach report of the Dual and Neural Computing Systems Laboratory DNS-11-1992.) (Page: 17)
Some novel capabilities of CNN. Game of life and examples of multipath algorithms. (Reseach report of the Dual and Neural Computing Systems Laboratory DNS-3-1992.)
Authors: Chua, LO; Roska, T; Venetianer, P; Zarándy, Á
Date: 1992.
Published by: Some novel capabilities of CNN. Game of life and examples of multipath algorithms. (Reseach report of the Dual and Neural Computing Systems Laboratory DNS-3-1992.) (Page: 31)
Some novel capabilities of CNN: Game of life and examples of multipath algorithms
Authors: Chua, LO; Roska, T; Venetianer, P; Zarándy, Á
Date: 1992.
Published by: Cellular neural networks and their applications (CNNA '92) Proceedings of IEEE 2nd international workshop, Munich, 1992 (Page: 276-281)
CNNM multi-layer cellular neural network simulator.Version 2.4. 1992. User's guide. (Reseach report of the Dual and Neural Computing Systems Laboratory DNS-12-1992.)
Authors: Radványi, A; Venetianer, P; Zarándy, Á
Date: 1992.
Published by: CNNM multi-layer cellular neural network simulator.Version 2.4. 1992. User's guide. (Reseach report of the Dual and Neural Computing Systems Laboratory DNS-12-1992.) (Page: 25)
A digital multiprocessor hardware accelerator board for cellular neural networks: CNN-HAC
Authors: Roska, T; Bártfay, G; Szolgay, P; Szirányi, T; Radványi, A; Kozek, T; Ugray, ZS; Zarándy, Á
Date: 1992.
Published by: INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS (Volume no.: 20, Issue no.: 5, Page: 589-599)
The use of CNN models in the subcortical visual pathway. (Reseach report of the Dual and Neural Computing Systems Laboratory DNS-16-1992)
Authors: Roska, T; Hámori, J; Lábos, E; Lotz, K; Orzó, L; Takács, J; Venetianer, P; Vidnyánszky, Z; Zarándy, Á
Date: 1992.
Published by: The use of CNN models in the subcortical visual pathway. (Reseach report of the Dual and Neural Computing Systems Laboratory DNS-16-1992) (Page: 37)
DUALCOMP dual CNN compiler to CNN-HAC1 board. Version 2.0. 1992. User's guide
Authors: Roska, T; Radványi, A; Zarándy, Á
Date: 1992.
Published by: DUALCOMP dual CNN compiler to CNN-HAC1 board. Version 2.0. 1992. User's guide (Page: 29)
The use of CNN models in the visual parthway. Part II: The amacrine cell in the modified retina model, simple LGN effects and motion related illusions. (Reseach report of the Dual and Neural Computing Systems Laboratory DNS-9-1992.)
Authors: Roska, T; Hámori, J; Lábos, E; Lotz, K; Orzó, L; Takács, J; Venetianer, P; Vidnyánszky, Z; Zarándy, Á
Date: 1992.
Published by: The use of CNN models in the visual parthway. Part II: The amacrine cell in the modified retina model, simple LGN effects and motion related illusions. (Reseach report of the Dual and Neural Computing Systems Laboratory DNS-9-1992.) (Page: 51)

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