Design and management of image processing pipelines within CPS: Acquired experience towards the end of the FitOptiVis ECSEL Project.

Jukka Saarinen Jukka P. Saarinen

Carlo Sau Claudia Rinaldi Luigi Pomante Francesca Palumbo Giacomo Valente Tiziana Fanni Marcos Martinez de Alejandro Frank van der Linden 0001 Twan Basten Marc Geilen Geran Peeren Jirí Kadlec Pekka Jääskeläinen Lubomír Bulej Francisco Barranco Jukka Saarinen Tero Säntti Maria Katiuscia Zedda Victor Sanchez Shayan Tabatabaei Nikkhah Dip Goswami Guillermo Amat Lukás Marsík Mark van Helvoort Luis Medina 0004 Zaid Al-Ars Ad de Beer Design and management of image processing pipelines within CPS: Acquired experience towards the end of the FitOptiVis ECSEL Project. 104350 2021 November 87 Microprocess. Microsystems https://doi.org/10.1016/j.micpro.2021.104350 db/journals/mam/mam87.html#SauRPPVFALBGPKJBBSSZSNGAMHMAB21

Luigi Pomante Francesca Palumbo Claudia Rinaldi Giacomo Valente Carlo Sau Tiziana Fanni Frank van der Linden 0001 Twan Basten Marc Geilen Geran Peeren Jirí Kadlec Pekka Jääskeläinen Marcos Martinez de Alejandro Jukka Saarinen Tero Säntti Maria Katiuscia Zedda Victor Sanchez Dip Goswami Zaid Al-Ars Ad de Beer Design and management of image processing pipelines within CPS: 2 years of experience from the FitOptiVis ECSEL Project. 378-385 2020 DSD https://doi.org/10.1109/DSD51259.2020.00067 conf/dsd/2020 db/conf/dsd/dsd2020.html#PomantePRVSF0BG20 Zaid Al-Ars Twan Basten Ad de Beer Marc Geilen Dip Goswami Pekka Jääskeläinen Jirí Kadlec Marcos Martinez de Alejandro Francesca Palumbo Geran Peeren Luigi Pomante Frank van der Linden 0001 Jukka Saarinen Tero Säntti Carlo Sau Maria Katiuscia Zedda The FitOptiVis ECSEL project: highly efficient distributed embedded image/video processing in cyber-physical systems. 333-338 2019 CF https://doi.org/10.1145/3310273.3323437 conf/cf/2019 db/conf/cf/cf2019.html#Al-ArsBBGGJKAPP19 Iftikhar Ahmad 0001 Petri Rantanen Pekka Sillberg Jorma Laaksonen Shuhua Liu Thomas Forss Aqdas Malik Marko Nieminen Rakshith Shetty Satoru Ishikawa Jarno Kallio Jukka P. Saarinen Moncef Gabbouj Jari Soini VisualLabel: An Integrated Multimedia Content Management and Access Framework. 321-342 2017 EJC https://doi.org/10.3233/978-1-61499-834-1-321 conf/ejc/2017 db/conf/ejc/ejc2017.html#AhmadRSLLFMNSIK17

Okko Johannes Räsänen Jukka P. Saarinen Sequence Prediction With Sparse Distributed Hyperdimensional Coding Applied to the Analysis of Mobile Phone Use Patterns. 1878-1889 2016 27 IEEE Trans. Neural Networks Learn. Syst. 9 https://doi.org/10.1109/TNNLS.2015.2462721 https://www.wikidata.org/entity/Q45953676 db/journals/tnn/tnn27.html#RasanenS16

Ionut Schiopu Jukka P. Saarinen Lauri Kettunen Ioan Tabus Pothole detection and tracking in car video sequence. 701-706 2016 TSP https://doi.org/10.1109/TSP.2016.7760975 conf/tsp/2016 db/conf/tsp/tsp2016.html#SchiopuSKT16 Ionut Schiopu Jukka P. Saarinen Ioan Tabus Lossy-to-lossless progressive coding of depth-map images using competing constant and planar models. 1-7 2015 IC3D https://doi.org/10.1109/IC3D.2015.7391842 conf/ic3d/2015 db/conf/ic3d/ic3d2015.html#SchiopuST15 Tomi Kinnunen Rahim Saeidi Jussi Leppänen Jukka Saarinen Audio context recognition in variable mobile environments from short segments using speaker and language recognizers. 304-311 2012 Odyssey https://www.isca-archive.org/odyssey_2012/kinnunen12_odyssey.html conf/odyssey/2012 db/conf/odyssey/odyssey2012.html#KinnunenSLS12 Terhi Kilamo Imed Hammouda Ville Kairamo Petri Räsänen Jukka P. Saarinen Open Source, Open Innovation and Intellectual Property Rights - A Lightning Talk. 298-303 2012 OSS https://doi.org/10.1007/978-3-642-33442-9_25 conf/oss/2012 db/conf/oss/oss2012.html#KilamoHKRS12 Okko Johannes Räsänen Jussi Leppänen Unto K. Laine Jukka P. Saarinen Comparison of classifiers in audio and acceleration based context classification in mobile phones. 946-950 2011 EUSIPCO https://ieeexplore.ieee.org/document/7073899/ conf/eusipco/2011 db/conf/eusipco/eusipco2011.html#RasanenLLS11 Terhi Kilamo Imed Hammouda Ville Kairamo Petri Räsänen Jukka P. Saarinen Applying Open Source Practices and Principles in Open Innovation: The Case of the Demola Platform. 307-311 2011 OSS https://doi.org/10.1007/978-3-642-24418-6_22 http://dl.ifip.org/db/conf/oss/oss2011/KilamoHKRS11.pdf conf/oss/2011 db/conf/oss/oss2011.html#KilamoHKRS11 Eniko Beatrice Bilcu Jaakko Astola Jukka Saarinen Comparative study of letter encoding for text-to-phoneme mapping. 1-4 2005 EUSIPCO https://ieeexplore.ieee.org/document/7078415/ conf/eusipco/2005 db/conf/eusipco/eusipco2005.html#BilcuAS05 Marius Tico Markku Vehviläinen Jukka Saarinen A method of fingerprint image enhancement based on second directional derivatives. 985-988 2005 ICASSP (2) https://doi.org/10.1109/ICASSP.2005.1415572 conf/icassp/2005 db/conf/icassp/icassp2005.html#TicoVS05 Adrian Burian Markku Vehvilainen Mejdi Trimeche Jukka Saarinen Document image binarization using the camera device in mobile phones. 546-548 2005 conf/icip/2005 ICIP (2) https://doi.org/10.1109/ICIP.2005.1530113 db/conf/icip/icip2005-2.html#BurianVTS05

Jani J. T. Lahnajärvi Mikko Lehtokangas Jukka Saarinen Estimating movements of a robotic manipulator by hybrid constructive neural networks. 345-363 2004 56 Neurocomputing https://doi.org/10.1016/j.neucom.2003.03.001 db/journals/ijon/ijon56.html#LahnajarviLS04

Arto Kantsila Mikko Lehtokangas Jukka Saarinen Complex RPROP-algorithm for neural network equalization of GSM data bursts. 339-360 2004 61 Neurocomputing https://doi.org/10.1016/j.neucom.2003.11.007 db/journals/ijon/ijon61.html#KantsilaLS04

David Akopian Jarmo Takala Jukka Saarinen Jaakko Astola Multistage interconnection networks for parallel Viterbi decoders. 1536-1545 2003 51 IEEE Trans. Commun. 9 https://doi.org/10.1109/TCOMM.2003.816998 db/journals/tcom/tcom51.html#AkopianTSA03

Arto Kantsila Mikko Lehtokangas Jukka Saarinen On radial basis function network equalization in the GSM system. 179-184 2003 conf/esann/2003 ESANN https://www.esann.org/sites/default/files/proceedings/legacy/es2003-34.pdf db/conf/esann/esann2003.html#KantsilaLS03 Ulpu Sinervo Jani Nurminen Ari Heikkinen Jukka Saarinen Multi-mode matrix quantizer for low bit rate LSF quantization. 2003 INTERSPEECH https://doi.org/10.21437/Eurospeech.2003-355 conf/interspeech/2003 db/conf/interspeech/interspeech2003.html#SinervoNHS03 1073-1076 Marja Lahdekorpi Jani Nurminen Ari Heikkinen Jukka Saarinen Perceptual irrelevancy removal in narrowband speech coding. 2003 INTERSPEECH https://doi.org/10.21437/Eurospeech.2003-357 conf/interspeech/2003 db/conf/interspeech/interspeech2003.html#LahdekorpiNHS03 1081-1084 Arto Kantsila Mikko Lehtokangas Jukka Saarinen On center locating in RBF network equalization in the GSM system. 575-584 2003 NNSP https://doi.org/10.1109/NNSP.2003.1318057 conf/nnsp/2003 db/conf/nnsp/nnsp2003.html#KantsilaLS03

Eero Huupponen Sari-Leena Himanen Alpo Värri Joel Hasan Antti Saastamoinen Mikko Lehtokangas Jukka Saarinen Fuzzy detection of EEG alpha without amplitude thresholding. 133-147 2002 24 Artif. Intell. Medicine 2 db/journals/artmed/artmed24.html#HuupponenHVHSLS02 https://doi.org/10.1016/S0933-3657(01)00098-7 https://www.wikidata.org/entity/Q39593254

Marko Hännikäinen Timo Hämäläinen 0001 Markku Niemi Jukka Saarinen Trends in personal wireless data communications. 84-99 2002 25 Comput. Commun. 1 https://doi.org/10.1016/S0140-3664(01)00345-0 db/journals/comcom/comcom25.html#HannikainenHNS02

Adrian Burian Jukka Saarinen Pauli Kuosmanen A discrete-time recurrent neural network for image restoration from its Fourier spectrum magnitudes. 29-39 2002 3 Int. J. Comput. Syst. Signals 1 http://research.i2r.a-star.edu.sg/iaamsad/ijcss/Journals/Vol3No1/IJCSS_V3N1_p29_39.pdf db/journals/ijcss/ijcss3.html#BurianSK02

Jani J. T. Lahnajärvi Mikko Lehtokangas Jukka Saarinen Evaluation of constructive neural networks with cascaded architectures. 573-607 2002 48 Neurocomputing 1-4 https://doi.org/10.1016/S0925-2312(01)00630-0 db/journals/ijon/ijon48.html#LahnajarviLS02

Mikko Tammi Ari Heikkinen Jukka Saarinen On methods for perfect reconstruction WI speech coding with preprocessing. 305-320 2002 38 Speech Commun. 3-4 https://doi.org/10.1016/S0167-6393(01)00071-1 db/journals/speech/speech38.html#TammiHS02

Eniko Beatrice Bilcu Petri Salmela Janne Suontausta Jukka Saarinen Application of the neural networks for text-to-phoneme mapping. 1-4 2002 EUSIPCO https://ieeexplore.ieee.org/document/7072100/ conf/eusipco/2002 db/conf/eusipco/eusipco2002.html#BilcuSSS02 Jani Nurminen Ari Heikkinen Jukka Saarinen A novel quantization scheme for the noise-like component in waveform interpolation speech coding. 649-652 2002 ICASSP https://doi.org/10.1109/ICASSP.2002.5743801 conf/icassp/2002 db/conf/icassp/icassp2002.html#NurminenHS02

Harri Klapuri Jarmo Takala Jukka Saarinen Implementing reactive closed-system specifications. 101-123 2001 24 J. Netw. Comput. Appl. 2 https://doi.org/10.1006/jnca.2000.0127 db/journals/jnca/jnca24.html#KlapuriTS01

Panu Hämäläinen Marko Hännikäinen Timo D. Hämäläinen Jukka Saarinen Configurable hardware implementation of triple-DES encryption algorithm for wireless local area network. 1221-1224 2001 ICASSP https://doi.org/10.1109/ICASSP.2001.941144 https://doi.ieeecomputersociety.org/10.1109/ICASSP.2001.941144 conf/icassp/2001 db/conf/icassp/icassp2001.html#HamalainenHHS01 Adrian Burian Jukka Saarinen Pauli Kuosmanen Corneliu Rusu Several approaches to signal reconstruction from spectrum magnitudes. 3921-3924 2001 ICASSP https://doi.org/10.1109/ICASSP.2001.940701 https://doi.ieeecomputersociety.org/10.1109/ICASSP.2001.940701 conf/icassp/2001 db/conf/icassp/icassp2001.html#BurianSKR01 Adrian Burian Jukka Saarinen Pauli Kuosmanen Multi-window recursive adaptive neural filters. 75-78 2001 ICECS https://doi.org/10.1109/ICECS.2001.957674 conf/icecsys/2001 db/conf/icecsys/icecsys2001.html#BurianSK01 Pauli Rämö Marius Tico Vesa Onnia Jukka Saarinen Optimized singular point detection algorithm for fingerprint images. 242-245 2001 conf/icip/2001 ICIP (3) https://doi.org/10.1109/ICIP.2001.958096 db/conf/icip/icip2001-3.html#RamoTOS01 Marius Tico Vesa Onnia Jukka Saarinen Feature selection method using neural network. 513-516 2001 conf/icip/2001 ICIP (1) https://doi.org/10.1109/ICIP.2001.959066 db/conf/icip/icip2001-1.html#TicoOS01 Jani Nurminen Ari Heikkinen Jukka Saarinen Objective evaluation of methods for quantization of variable-dimension spectral vectors in WI speech coding. 1969-1972 2001 INTERSPEECH https://doi.org/10.21437/Eurospeech.2001-464 conf/interspeech/2001 db/conf/interspeech/interspeech2001.html#NurminenHS01 Mikko Harju Petri Salmela Jussi Leppänen Olli Viikki Jukka Saarinen Comparing parameter tying methods for multilingual acoustic modelling. 2729-2732 2001 INTERSPEECH https://doi.org/10.21437/Eurospeech.2001-638 conf/interspeech/2001 db/conf/interspeech/interspeech2001.html#HarjuSLVS01 Marius Tico Eero Immonen Pauli Rämö Pauli Kuosmanen Jukka Saarinen Fingerprint recognition using wavelet features. 21-24 2001 conf/iscas/2001 ISCAS (2) https://doi.org/10.1109/ISCAS.2001.920996 db/conf/iscas/iscas2001-2.html#TicoIRKS01 Olli Lehtoranta Timo Hämäläinen 0001 Jukka Saarinen Parallel implementation of H.263 encoder for CIF-sized images on quad DSP system. 209-212 2001 conf/iscas/2001 ISCAS (2) https://doi.org/10.1109/ISCAS.2001.921044 db/conf/iscas/iscas2001-2.html#LehtorantaHS01 Tuomas Järvinen Jarmo Takala David Akopian Jukka Saarinen Register-based multi-port perfect shuffle networks. 306-309 2001 conf/iscas/2001 ISCAS (4) https://doi.org/10.1109/ISCAS.2001.922233 db/conf/iscas/iscas2001-4.html#JarvinenTAS01 Erno Salminen Timo D. Hämäläinen Tero Kangas Kimmo Kuusilinna Jukka Saarinen Interfacing multiple processors in a system-on-chip video encoder. 478-481 2001 conf/iscas/2001 ISCAS (4) https://doi.org/10.1109/ISCAS.2001.922278 db/conf/iscas/iscas2001-4.html#SalminenHKKS01 Panu Hämäläinen Marko Hännikäinen Timo Hämäläinen 0001 Henk Corporaal Jukka Saarinen Implementation of encryption algorithms on transport triggered architectures. 726-729 2001 conf/iscas/2001 ISCAS (4) https://doi.org/10.1109/ISCAS.2001.922340 db/conf/iscas/iscas2001-4.html#HamalainenHHCS01 Jari Nikara Jarmo Takala David Akopian Jukka Saarinen Pipeline architecture for DCT/IDCT. 902-905 2001 conf/iscas/2001 ISCAS (4) https://doi.org/10.1109/ISCAS.2001.922384 db/conf/iscas/iscas2001-4.html#NikaraTAS01 Adrian Burian Jukka Saarinen Pauli Kuosmanen Neural Networks for Image Restoration from the Magnitude of Its Fourier Transform. 311-318 2001 conf/iwann/2001-2 IWANN (2) https://doi.org/10.1007/3-540-45723-2_37 db/conf/iwann/iwann2001-2.html#BurianSK01

Marketta Niemelä Jukka Saarinen Visual Search for Grouped versus Ungrouped Icons in a Computer Interface. 630-635 2000 42 Hum. Factors 4 https://doi.org/10.1518/001872000779697999 https://www.wikidata.org/entity/Q48622541 db/journals/hf/hf42.html#NiemelaS00

Pasi Kolinummi Timo Hämäläinen 0001 Jukka Saarinen Chained backplane communication architecture for scalable multiprocessor systems. 955-972 2000 46 J. Syst. Archit. 11 https://doi.org/10.1016/S1383-7621(00)00002-3 db/journals/jsa/jsa46.html#KolinummiHS00

Pasi Kolinummi Panu Hämäläinen Timo Hämäläinen 0001 Jukka Saarinen PARNEU: general-purpose partial tree computer. 23-42 2000 24 Microprocess. Microsystems 1 https://doi.org/10.1016/S0141-9331(99)00075-7 db/journals/mam/mam24.html#KolinummiHHS00

Pasi Kolinummi Pasi Pulkkinen Timo Hämäläinen 0001 Jukka Saarinen Parallel Implementation of Self-Organizing Map on the Partial Tree Shape Neurocomputer. 171-182 2000 12 Neural Process. Lett. 2 db/journals/npl/npl12.html#KolinummiPHS00 https://doi.org/10.1023/A:1009665814041

Jarmo Takala David Akopian Jaakko Astola Jukka Saarinen Constant geometry algorithm for discrete cosine transform. 1840-1843 2000 48 IEEE Trans. Signal Process. 6 https://doi.org/10.1109/78.845951 db/journals/tsp/tsp48.html#TakalaAAS00

Pasi Kolinummi Kimmo Tikkanen Timo Hämäläinen 0001 Jukka Saarinen Scalable Realization of Sparse Distributed Memory on a Multiprocessor System. 66-69 2000 IS conf/ISCAicis/2000 db/conf/ISCAicis/ISCAicis2000.html#KolinummiTHS00 Antti Takko Marko Hännikäinen Jarno Knuutila Timo Hämäläinen 0001 Jukka Saarinen Embedding SDL implemented protocols into DSP. 48-56 2000 conf/cases/2000 CASES https://doi.org/10.1145/354880.354888 db/conf/cases/cases2000.html#TakkoHKHS00 Adrian Burian Marius Tico Mikko Lehtokangas Pauli Kuosmanen Jukka Saarinen Support vector method for minutiae detection in fingerprint images. 1-4 2000 EUSIPCO https://ieeexplore.ieee.org/document/7075267/ conf/eusipco/2000 db/conf/eusipco/eusipco2000.html#BurianTLKS00 Kaisa Haapala Pasi Kolinummi Timo Hämäläinen 0001 Jukka Saarinen Scalable DSP realization of wavelet transform in image coding. 1-4 2000 EUSIPCO https://ieeexplore.ieee.org/document/7075259/ conf/eusipco/2000 db/conf/eusipco/eusipco2000.html#HaapalaKHS00 Panu Hämäläinen Marko Hännikäinen Timo Hämäläinen 0001 Jukka Saarinen Hardware implementation of the improved WEP and RC4 encryption algorithms for wireless terminals. 1-4 2000 EUSIPCO https://ieeexplore.ieee.org/document/7075546/ conf/eusipco/2000 db/conf/eusipco/eusipco2000.html#HamalainenHHS00 Taneli Haverinen Arto Kantsila Mikko Lehtokangas Jukka Saarinen Adaptive channel equalization using classification trees. 1-4 2000 EUSIPCO https://ieeexplore.ieee.org/document/7075312/ conf/eusipco/2000 db/conf/eusipco/eusipco2000.html#HaverinenKLS00 Eero Huupponen Alpo Värri Joel Hasan Sari-Leena Himanen Mikko Lehtokangas Jukka Saarinen Comparison of fuzzy reasoning and Autoassociative MLP in sleep spindle detection. 1-4 2000 EUSIPCO https://ieeexplore.ieee.org/document/7075301/ conf/eusipco/2000 db/conf/eusipco/eusipco2000.html#HuupponenVHHLS00 Pasi Kolinummi Juha Sarkijarvi Timo Hämäläinen 0001 Jukka Saarinen H.263 video encoder implementation on a scalable DSP system. 1-4 2000 EUSIPCO https://ieeexplore.ieee.org/document/7075261/ conf/eusipco/2000 db/conf/eusipco/eusipco2000.html#KolinummiSHS00 Mauri Kuorilehto Marko Hännikäinen Timo Hämäläinen 0001 Jukka Saarinen Bridging network traffic between wireless and wired lans in Windows NT. 1-4 2000 EUSIPCO https://ieeexplore.ieee.org/document/7075506/ conf/eusipco/2000 db/conf/eusipco/eusipco2000.html#KuorilehtoHHS00 Vesa Lahtinen Kimmo Kuusilinna Timo Hämäläinen 0001 Tero Kangas Jukka Saarinen Reuseable interface in multimedia hardware environment. 1-4 2000 EUSIPCO https://ieeexplore.ieee.org/document/7075564/ conf/eusipco/2000 db/conf/eusipco/eusipco2000.html#LahtinenKHKS00 Olli Lehtoranta Timo Hämäläinen 0001 Jukka Saarinen Real-time implementation of H.263 video encoder on TMS320C6201 fixed point DSP. 1-4 2000 EUSIPCO https://ieeexplore.ieee.org/document/7075347/ conf/eusipco/2000 db/conf/eusipco/eusipco2000.html#LehtorantaHS00 Jari Nikara Jarmo Takala David Akopian Jukka Saarinen Jaakko Astola Pipelined architecture for inverse discrete cosine transform. 1-4 2000 EUSIPCO https://ieeexplore.ieee.org/document/7075674/ conf/eusipco/2000 db/conf/eusipco/eusipco2000.html#NikaraTASA00 Vesa Onnia Vesa Varjonen Mari Lehtimaki Mikko Lehtokangas Jukka Saarinen Scatter compensation in digital radiography. 1-4 2000 EUSIPCO https://ieeexplore.ieee.org/document/7075389/ conf/eusipco/2000 db/conf/eusipco/eusipco2000.html#OnniaVLLS00 Kimmo Tikkanen Marko Hännikäinen Timo Hämäläinen 0001 Jukka Saarinen Advanced prototype platform for a wireless multimedia local area network. 1-4 2000 EUSIPCO https://ieeexplore.ieee.org/document/7075335/ conf/eusipco/2000 db/conf/eusipco/eusipco2000.html#TikkanenHHS00 Toni Vartiainen Jukka Saarinen Jari Syrjärinne Bayesian approach to satellite selection. 1-4 2000 EUSIPCO https://ieeexplore.ieee.org/document/7075382/ conf/eusipco/2000 db/conf/eusipco/eusipco2000.html#VartiainenSS00 Miia Viitanen Pasi Kolinummi Timo Hämäläinen 0001 Jukka Saarinen Scalable DSP implementation of DCT-based motion estimation algorithm. 1-4 2000 EUSIPCO https://ieeexplore.ieee.org/document/7075260/ conf/eusipco/2000 db/conf/eusipco/eusipco2000.html#ViitanenKHS00 Vesa T. Ruoppila Mikko Tammi Jukka Saarinen Waveform extraction for perfect reconstruction in WI coding. 1359-1362 2000 ICASSP https://doi.org/10.1109/ICASSP.2000.861831 https://doi.ieeecomputersociety.org/10.1109/ICASSP.2000.861831 conf/icassp/2000 db/conf/icassp/icassp2000.html#RuoppilaTS00 Jarmo Takala Jari Nikara David Akopian Jaakko Astola Jukka Saarinen Pipeline architecture for 8×8 discrete cosine transform. 3303-3306 2000 ICASSP https://doi.org/10.1109/ICASSP.2000.860106 https://doi.ieeecomputersociety.org/10.1109/ICASSP.2000.860106 conf/icassp/2000 db/conf/icassp/icassp2000.html#TakalaNAAS00 Kaisa Haapala Pasi Kolinummi Timo D. Hämäläinen Jukka Saarinen Parallel DSP implementation of wavelet transform in image compression. 89-92 2000 ISCAS https://doi.org/10.1109/ISCAS.2000.857370 conf/iscas/2000 db/conf/iscas/iscas2000.html#HaapalaKHS00 Arto Kantsila Mikko Lehtokangas Jukka Saarinen On equalization with maximum covariance initialized cascade-correlation learning. 168-171 2000 ISCAS https://doi.org/10.1109/ISCAS.2000.857054 conf/iscas/2000 db/conf/iscas/iscas2000.html#KantsilaLS00 Jarmo Takala David Akopian Jaakko T. Astola Jukka P. Saarinen Scalable interconnection networks for partial column array processor architectures. 513-516 2000 ISCAS https://doi.org/10.1109/ISCAS.2000.858801 conf/iscas/2000 db/conf/iscas/iscas2000.html#TakalaAAS00 Pasi Kolinummi Juha Sarkijarvi Timo D. Hämäläinen Jukka Saarinen Scalable implementation of H.263 video encoder on a parallel DSP system. 551-554 2000 ISCAS https://doi.org/10.1109/ISCAS.2000.857154 conf/iscas/2000 db/conf/iscas/iscas2000.html#KolinummiSHS00 Olli Lehtoranta Timo D. Hämäläinen Jukka Saarinen Real-time H.263 encoding of QCIF-images on TMS320C6201 fixed point DSP. 583-586 2000 ISCAS https://doi.org/10.1109/ISCAS.2000.857162 conf/iscas/2000 db/conf/iscas/iscas2000.html#LehtorantaHS00 Marko Htiniktinen Jarno Knuutila Timo Hämäläinen 0001 Jukka Saarinen Using SDL for Implementing a Wireless Medium Access Control Protocol. 229-236 2000 conf/mse/2000 ISMSE https://doi.org/10.1109/MMSE.2000.897216 https://doi.ieeecomputersociety.org/10.1109/MMSE.2000.897216 db/conf/mse/ismse2000.html#HtiniktinenKHS00

Petri Salmela Mikko Lehtokangas Jukka Saarinen Neural Network Based Digit Recognition System for Voice Dialling in Noisy Environments. 171-199 1999 121 Inf. Sci. 3-4 db/journals/isci/isci121.html#SalmelaLS99 https://doi.org/10.1016/S0020-0255(99)00077-8

Harri Klapuri Jarmo Takala Jukka Saarinen Safety, liveness and real-time in embedded system design. 69-89 1999 22 J. Netw. Comput. Appl. 2 https://doi.org/10.1006/jnca.1999.0083 db/journals/jnca/jnca22.html#KlapuriTS99

Kimmo Kuusilinna Timo Hämäläinen 0001 Jukka Saarinen Field programmable gate array-based PCI interface for a coprocessor system. 373-388 1999 22 Microprocess. Microsystems 7 https://doi.org/10.1016/S0141-9331(98)00090-8 db/journals/mam/mam22.html#KuusilinnaHS99a

Kimmo Kuusilinna Timo Hämäläinen 0001 Jukka Saarinen Practical VHDL optimization for timing critical FPGA applications. 459-469 1999 23 Microprocess. Microsystems 8-9 https://doi.org/10.1016/S0141-9331(99)00062-9 db/journals/mam/mam23.html#KuusilinnaHS99

Kimmo Kuusilinna Pasi Liimatainen Timo Hämäläinen 0001 Jukka Saarinen Reconfiguration Mechanism for an IP Block Based Interconnection. 1042-1045 1999 conf/euromicro/1999 EUROMICRO https://doi.org/10.1109/EURMIC.1999.794443 https://doi.ieeecomputersociety.org/10.1109/EURMIC.1999.794443 db/conf/euromicro/euromicro1999.html#KuusilinnaLHS99 Paula Korvenoja Jari Syrjärinne Jukka Saarinen A Comparison of Association Algorithms in Angle-Only Estimation. 70-76 1999 conf/icai/1999-1 IC-AI db/conf/icai/icai1999-1.html#KorvenojaSS99 Jari Syrjärinne Jukka Saarinen An Evaluation of Motion Model Structures within the IMM Frame Using Range-Only Measurements. 254-260 1999 conf/icai/1999-1 IC-AI db/conf/icai/icai1999-1.html#SyrjarinneS99 Jarmo Takala Jouko O. Viitanen Jukka Saarinen Hardware architecture for real-time distance transform. 1957-1960 1999 ICASSP https://doi.org/10.1109/ICASSP.1999.758309 https://doi.ieeecomputersociety.org/10.1109/ICASSP.1999.758309 conf/icassp/1999 db/conf/icassp/icassp1999.html#TakalaVS99 Hemmo Haverinen Petri Salmela Juha Häkkinen Mikko Lehtokangas Jukka Saarinen MLP network for enhancement of noisy MFCC vectors. 1999 EUROSPEECH https://doi.org/10.21437/Eurospeech.1999-602 conf/interspeech/1999 db/conf/interspeech/eurospeech1999.html#HaverinenSHLS99 2371-2374 Mikko Harju Petri Salmela Olli Viikki Mikko Lehtokangas Jukka Saarinen Robust speaker adaptation of continuous density HMMS using multilayer perceptron network. 1999 EUROSPEECH https://doi.org/10.21437/Eurospeech.1999-629 conf/interspeech/1999 db/conf/interspeech/eurospeech1999.html#HarjuSVLS99 2499-2502 Adrian Burian Pauli Kuosmanen Jukka Saarinen Neural detectors with variable threshold. 599-602 1999 conf/iscas/1999 ISCAS (5) https://doi.org/10.1109/ISCAS.1999.777643 db/conf/iscas/iscas1999-5.html#BurianKS99 Marko Hännikäinen Timo Vanhatupa Jussi Lemiläinen Timo Hämäläinen 0001 Jukka Saarinen Architecture for a Windows NT wireless LAN multimedia terminal. 535-540 1999 MMSP https://doi.org/10.1109/MMSP.1999.793907 conf/mmsp/1999 db/conf/mmsp/mmsp1999.html#HannikainenVLHS99 Pasi Kolinummi Pasi Pulkkinen Timo Hämäläinen 0001 Jukka Saarinen Software support for low latency communication in scalable multimedia DSP system. 667-672 1999 MMSP https://doi.org/10.1109/MMSP.1999.793942 conf/mmsp/1999 db/conf/mmsp/mmsp1999.html#KolinummiPHS99 Marko Hännikäinen Timo Vanhatupa Jussi Lemiläinen Timo Hämäläinen 0001 Jukka Saarinen Windows NT Software Design and Implementation for a Wireless LAN Base Station. 2-9 1999 conf/wowmom/1999 WOWMOM https://doi.org/10.1145/313256.313265 db/conf/wowmom/wowmom1999.html#HannikainenVLHS99

Antti Saastamoinen Timo Pietilä Alpo Värri Mikko Lehtokangas Jukka Saarinen Waveform detection with RBF network - Application to automated EEG analysis. 1-13 1998 20 Neurocomputing 1-3 https://doi.org/10.1016/S0925-2312(98)00005-8 db/journals/ijon/ijon20.html#SaastamoinenPVLS98

Mikko Lehtokangas Jukka Saarinen Weight initialization with reference patterns. 265-278 1998 20 Neurocomputing 1-3 https://doi.org/10.1016/S0925-2312(98)00017-4 db/journals/ijon/ijon20.html#LehtokangasS98

Mikko Lehtokangas Jukka Saarinen Centroid based Multilayer Perceptron Networks. 101-106 1998 7 Neural Process. Lett. 2 db/journals/npl/npl7.html#LehtokangasS98 https://doi.org/10.1023/A:1009636529053

Xiao Ming Gao Seppo J. Ovaska Mikko Lehtokangas Jukka Saarinen Modeling of speech signals using an optimal neural network structure based on the PMDL principle. 177-180 1998 6 IEEE Trans. Speech Audio Process. 2 https://doi.org/10.1109/89.661476 db/journals/taslp/taslp6.html#GaoOLS98

Arto Kantsila Mikko Lehtokangas Jukka Saarinen Improved neural network equalization by the use of maximum covariance weight initialization. 1-4 1998 EUSIPCO https://ieeexplore.ieee.org/document/7090059/ conf/eusipco/1998 db/conf/eusipco/eusipco1998.html#KantsilaLS98 Petri Salmela Mikko Lehtokangas Jukka Saarinen Noisy Digit Recognition with MLP and HMMS Using Modified Cost Function in MCE Training. 1118-1121 1998 conf/iconip/1998 ICONIP db/conf/iconip/iconip1998.html#SalmelaLS98 Marko Hännikäinen Jarno Knuutila Ari Letonsaari Timo Hämäläinen 0001 Jari Jokela Juha Ala-Laurila Jukka Saarinen TUTMAC: a medium access control protocol for a new multimedia wireless local area network. 592-596 1998 PIMRC https://doi.org/10.1109/PIMRC.1998.734306 conf/pimrc/1998 db/conf/pimrc/pimrc1998.html#HannikainenKLHJ98 Karri-Tuomas Salli Timo Hämäläinen 0001 Jarno Knuutila Jukka Saarinen Security design for a new wireless local area network TUTWLAN. 1540-1544 1998 PIMRC https://doi.org/10.1109/PIMRC.1998.731455 conf/pimrc/1998 db/conf/pimrc/pimrc1998.html#SalliHKS98 Mikko Lehtokangas Jukka Saarinen Petri Salmela Kimmo Kaski Weight initialization techniques. 87-121 1998 Algorithms and Architectures https://doi.org/10.1016/s1874-5946(98)80068-0 books/mk/98/L1998 db/books/collections/L1998.html#LehtokangasSSK98

Timo Hämäläinen 0001 Harri Klapuri Jukka Saarinen Kimmo Kaski Parallel realizations of Kanerva's sparse distributed memory on a tree-shaped computer. 877-896 1997 9 Concurr. Pract. Exp. 9 db/journals/concurrency/concurrency9.html#HamalainenKSK97 https://doi.org/10.1002/(SICI)1096-9128(199709)9:9<877::AID-CPE276>3.0.CO;2-0

Seppo Kuusisto Mikko Lehtokangas Jukka Saarinen Kimmo Kaski Short Term Electric Load Forecasting Using A Neural Network with Fuzzy Hidden Neurons. 42-56 1997 6 Neural Comput. Appl. 1 db/journals/nca/nca6.html#KuusistoLSK97 https://doi.org/10.1007/BF01670151

Timo Hämäläinen 0001 Harri Klapuri Jukka Saarinen Kimmo Kaski Mapping of SOM and LVQ Algorithms on a Tree Shape Parallel Computer System. 271-289 1997 23 Parallel Comput. 3 db/journals/pc/pc23.html#HamalainenKSK97 https://doi.org/10.1016/S0167-8191(97)00020-3

Pasi Kolinummi Timo Hämäläinen 0001 Jukka Saarinen Mapping of Radial Basis Function Networks to Partial Tree Shape Parallel Neurocomputer. 1259-1264 1997 conf/icann/1997 ICANN db/conf/icann/icann1997.html#KolinommiHS97 https://doi.org/10.1007/BFb0020324 Petri Salmela Kari Laurila Mikko Lehtokangas Jukka Saarinen Discriminative Isolated Digit Recognition in Noisy Environments Using Multilayer Perceptron Networks. 1116-1119 1997 ICONIP (2) conf/iconip/1997-2 db/conf/iconip/iconip1997-2.html#SalmelaLLS97

Timo Hämäläinen 0001 Harri Klapuri Jukka Saarinen Pekka Ojala Kimmo Kaski Accelerating genetic algorithm computation in tree shaped parallel computer. 19-36 1996 42 J. Syst. Archit. 1 https://doi.org/10.1016/1383-7621(96)00009-4 db/journals/jsa/jsa42.html#HamalainenKSOK96

Harri Klapuri Timo Hämäläinen 0001 Jukka Saarinen Kimmo Kaski Mapping artificial neural networks to a tree shape neurocomputer. 267-276 1996 20 Microprocess. Microsystems 5 https://doi.org/10.1016/0141-9331(96)01091-5 https://www.wikidata.org/entity/Q127174033 db/journals/mam/mam20.html#KlapuriHSK96

Mikko Lehtokangas Jukka Saarinen Pentti Huuhtanen Kimmo Kaski Predictive minimum description length criterion for time series modeling with neural networks. 583-593 1996 8 Neural Comput. 3 db/journals/neco/neco8.html#LehtokangasSHK96 https://doi.org/10.1162/neco.1996.8.3.583 https://www.wikidata.org/entity/Q52307221

Timo Hämäläinen 0001 Harri Klapuri Jukka Saarinen Kimmo Kaski Mapping of multilayer perceptron networks to tree shape parallel neurocomputer. 962-967 1996 ICNN https://doi.org/10.1109/ICNN.1996.549027 conf/icnn/1996 db/conf/icnn/icnn1996.html#HamalainenKSK96 Petri Salmela Kari Laurila Seppo Kuusisto Petri Haavisto Jukka Saarinen Isolated spoken number recognition with hybrid of self-organizing map and multilayer perceptron. 1912-1917 1996 ICNN https://doi.org/10.1109/ICNN.1996.549193 conf/icnn/1996 db/conf/icnn/icnn1996.html#SalmelaLKHS96

Mikko Lehtokangas Jukka Saarinen Kimmo Kaski Accelerating training of radial basis function networks with Cascade-Correlation algorithm. 207-213 1995 9 Neurocomputing 2 https://doi.org/10.1016/0925-2312(95)00074-G db/journals/ijon/ijon9.html#LehtokangasSK95

Timo Hämäläinen 0001 Jukka Saarinen Kimmo Kaski TUTNC: a general purpose parallel computer for neural network computations. 447-465 1995 19 Microprocess. Microsystems 8 https://doi.org/10.1016/0141-9331(96)82010-2 db/journals/mam/mam19.html#HamalainenSK95

Mikko Lehtokangas Jukka Saarinen Kimmo Kaski Pentti Huuhtanen Initializing Weights of a Multilayer Perceptron Network by Using the Orthogonal Least Squares Algorithm. 982-999 1995 7 Neural Comput. 5 https://doi.org/10.1162/neco.1995.7.5.982 db/journals/neco/neco7.html#LehtokangasSKH95

Mikko Lehtokangas Jukka Saarinen Kimmo Kaski Fine-tuning Cascade-Correlation trained feedforward network with backpropagation. 10-12 1995 2 Neural Process. Lett. 2 https://doi.org/10.1007/BF02312349 db/journals/npl/npl2.html#LehtokangasSK95

Mikko Lehtokangas Jukka Saarinen Kimmo Kaski Simplified cascade-correlation learning. 1995 ESANN https://www.esann.org/sites/default/files/proceedings/legacy/es1995-3-S.pdf conf/esann/1995 db/conf/esann/esann1995.html#LehtokangasSK95 Jukka Vanhala Jukka Saarinen Kimmo Kaski Sparse distributed memory for multivalued patterns. 1051-1056 1993 ICNN https://doi.org/10.1109/ICNN.1993.298703 conf/icnn/1993 db/conf/icnn/icnn1993.html#VanhalaSK93 Mikko Lehtokangas Jukka Saarinen Pentti Huuhtanen Kimmo Kaski Neural Network Optimization Tool Based on Predictive MDL Principle for Time Series Prediction. 338-342 1993 conf/ictai/1993 ICTAI db/conf/ictai/ictai1993.html#LehtokangasSHK93 https://doi.org/10.1109/TAI.1993.633978 https://doi.ieeecomputersociety.org/10.1109/TAI.1993.633978 Jukka Saarinen Martti Lindroos Jouni Tomberg Kimmo Kaski Parallel Coprocessor for Kohonen's Self-Organizing Neural Network. 537-542 1992 conf/ipps/1992 IPPS db/conf/ipps/ipps1992.html#SaarinenLTK92 https://doi.org/10.1109/IPPS.1992.222971 https://doi.ieeecomputersociety.org/10.1109/IPPS.1992.222971

Enrico Clementi Douglas Logan Jukka Saarinen ICAP/3090: Parallel Processing for Large-Scale Scientific and Engineering Problems. 475-509 1988 27 IBM Syst. J. 4 db/journals/ibmsj/ibmsj27.html#ClementiLS88 https://doi.org/10.1147/sj.274.0475 https://www.wikidata.org/entity/Q30039997

Iftikhar Ahmad 0001 David Akopian Zaid Al-Ars Juha Ala-Laurila Marcos Martinez de Alejandro Guillermo Amat Jaakko AstolaJaakko T. Astola Francisco Barranco Twan Basten Ad de Beer Eniko Beatrice Bilcu Lubomír Bulej Adrian Burian Enrico Clementi Henk Corporaal Tiziana Fanni Thomas Forss Moncef Gabbouj Xiao Ming Gao Marc Geilen Dip Goswami Kaisa Haapala Petri Haavisto Juha Häkkinen Panu Hämäläinen Timo Hämäläinen 0001Timo D. Hämäläinen Imed Hammouda Marko Hännikäinen Mikko Harju Joel Hasan Hemmo Haverinen Taneli Haverinen Ari Heikkinen Mark van Helvoort Sari-Leena Himanen Marko Htiniktinen Pentti Huuhtanen Eero Huupponen Eero Immonen Satoru Ishikawa Pekka Jääskeläinen Tuomas Järvinen Jari Jokela Jirí Kadlec Ville Kairamo Jarno Kallio Tero Kangas Arto Kantsila Kimmo Kaski Lauri Kettunen Terhi Kilamo Tomi Kinnunen Harri Klapuri Jarno Knuutila Pasi Kolinummi Paula Korvenoja Mauri Kuorilehto Pauli Kuosmanen Kimmo Kuusilinna Seppo Kuusisto Jorma Laaksonen Marja Lahdekorpi Jani J. T. Lahnajärvi Vesa Lahtinen Unto K. Laine Kari Laurila Mari Lehtimaki Mikko Lehtokangas Olli Lehtoranta Jussi Lemiläinen Jussi Leppänen Ari Letonsaari Pasi Liimatainen Frank van der Linden 0001 Martti Lindroos Shuhua Liu Douglas Logan Aqdas Malik Lukas MarsikLukás Marsík Luis Medina 0004 Marketta Niemelä Markku Niemi Marko Nieminen Jari Nikara Shayan Tabatabaei Nikkhah Jani Nurminen Pekka Ojala Vesa Onnia Seppo J. Ovaska Francesca Palumbo Geran Peeren Timo Pietilä Luigi Pomante Pasi Pulkkinen Pauli Rämö Petri Rantanen Okko Johannes Räsänen Petri Räsänen Claudia Rinaldi Vesa T. Ruoppila Corneliu Rusu Antti Saastamoinen Rahim Saeidi Karri-Tuomas Salli Petri Salmela Erno Salminen Victor Sanchez Tero Säntti Juha Sarkijarvi Carlo Sau Ionut Schiopu Rakshith Shetty Pekka Sillberg Ulpu Sinervo Jari Soini Janne Suontausta Jari Syrjärinne Ioan Tabus Jarmo Takala Antti Takko Mikko Tammi Marius Tico Kimmo Tikkanen Jouni Tomberg Mejdi Trimeche Giacomo Valente Jukka Vanhala Timo Vanhatupa Vesa Varjonen Alpo Värri Toni Vartiainen Markku VehviläinenMarkku Vehvilainen Olli Viikki Jouko O. Viitanen Miia Viitanen Maria Katiuscia Zedda