• An alternative approach to measure quantity and smoothness of the human limb motionsNõmm, Sven; Toomela, AaroEstonian journal of engineering2013 / p. 298-308 : ill https://doi.org/10.3176/eng.2013.4.05 https://www.scopus.com/record/display.uri?eid=2-s2.0-84890259247&origin=resultslist&sort=plf-f&src=s&sot=b&sdt=b&s=DOI%2810.3176%2Feng.2013.4.05%29&sessionSearchId=f5537800810c8e1f4bbc115ea06ecda6
• An alternative approach to distinguish movements of Parkinson disease patientsNõmm, Sven; Toomela, Aaro; Vaske, Martti; Uvarov, Dan; Taba, PilleIFAC-PapersOnLine2016 / p. 272-276 : ill https://doi.org/10.1016/j.ifacol.2016.10.546 https://www.scopus.com/sourceid/21100456158 https://www.scopus.com/record/display.uri?eid=2-s2.0-84994879764&origin=inward&txGid=fe7915b0a832a5af87c3ce559b90002a https://www.webofscience.com/wos/woscc/full-record/WOS:000401244300048
• Applicability of spiral drawing test for mental fatigue modellingSenkiv, Olesja; Nõmm, Sven; Toomela, AaroIFAC-PapersOnLine2019 / p. 190-195 : ill https://doi.org/10.1016/j.ifacol.2019.01.064 https://www.scopus.com/sourceid/21100456158 https://www.scopus.com/record/display.uri?eid=2-s2.0-85061115267&origin=inward&txGid=7c342633e7496a01f69a3022e02a0a5f https://www.webofscience.com/wos/woscc/full-record/WOS:000458143400030
• CNN based analysis of the Luria’s alternating series test for Parkinson’s disease diagnosticsZarembo, Sergei; Nõmm, Sven; Medijainen, Kadri; Taba, Pille; Toomela, AaroRecent Challenges in Intelligent Information and Database Systems : 13th Asian Conference, ACIIDS 2021, Phuket, Thailand, April 7–10, 2021 : proceedings2021 / p. 3-13 https://doi.org/10.1007/978-981-16-1685-3_1 https://www.scopus.com/sourceid/17700155007 https://www.scopus.com/record/display.uri?eid=2-s2.0-85104799322&origin=inward&txGid=b9a26be669b17c342fc67a210ed1f285
• Comparison of one- two- and three-dimensional CNN models for drawing-test-based diagnostics of the Parkinson’s diseaseWang, Xuechao; Huang, Junqing; Chatzakou, Marianna; Nõmm, Sven; Valla, Elli; Medijainen, Kadri; Taba, Pille; Toomela, Aaro; Ruzhansky, MichaelBiomedical signal processing and control2024 / art. 105436, 8 p https://doi.org/10.1016/j.bspc.2023.105436
• Deep CNN based classification of the Archimedes spiral drawing tests to support diagnostics of the Parkinson’s diseaseNõmm, Sven; Zarembo, Sergei; Medijainen, Kadri; Taba, Pille; Toomela, AaroIFAC-Papers OnLine2020 / p. 260-264 https://doi.org/10.1016/j.ifacol.2021.04.185 https://www.scopus.com/sourceid/21100456158 https://www.scopus.com/record/display.uri?eid=2-s2.0-85107834230&origin=inward&txGid=713f6a8792a6b3887c3efe139a0cf4f7 https://www.webofscience.com/wos/woscc/full-record/WOS:000656589700046
• Deep Learning Based Segmentation of Luria's Alternating Series Test to Support Diagnostics of Parkinson's DiseaseValla, Elli; Laur, Henry; Nõmm, Sven; Medijainen, Kadri; Taba, Pille; Toomela, Aaro2023 International Conference on Machine Learning and Applications (ICMLA)2023 / p. 1066-1071 : ill https://doi.org/10.1109/ICMLA58977.2023.00158
• Detailed analysis of the Luria's alternating series tests for Parkinson's disease diagnosticsNõmm, Sven; Bardõš, Konstantin; Toomela, Aaro; Medijainen, Kadri; Taba, Pille17th IEEE International Conference on Machine Learning and Applications : ICMLA 2018, 17–20 December 2018, Orlando, Florida, USA : proceedings2018 / p. 1347–1352 https://doi.org/10.1109/ICMLA.2018.00219
• Determining necessary length of the alternating series test for Parkinson's disease modellingNõmm, Sven; Kossas, Tanel; Toomela, Aaro; Medijainen, Kadri; Taba, Pille2019 International Conference on Cyberworlds : CW 2019 : 2-4 October 2019, Kyoto, Japan : proceedings2019 / p. 261-266 : ill http://doi.org/10.1109/CW.2019.00050
• Enhancing cerebral palsy gait analysis with 3D computer vision : a dual-camera approachValla, Elli; Kanter, Gert; Nõmm, Sven; Kuusk, Anton Osvald; Maran, Peeter; Seenmaa, Karl Mihkel; Mägi, Killu; Toomela, Aaro2024 10th International Conference on Control, Decision and Information Technologies (CoDIT)2024 / p. 1352-1357 https://doi.org/10.1109/CoDIT62066.2024.10708137 https://www.scopus.com/record/display.uri?eid=2-s2.0-85208252763&origin=resultslist&sort=plf-f&src=s&sot=b&sdt=b&s=DOI%2810.1109%2FCoDIT62066.2024.10708137%29&relpos=0
• Gait analysis based approach for Parkinson's disease modeling with decision tree classifiersKrajuškina, Anna; Nõmm, Sven; Toomela, Aaro2018 IEEE International Conference on Systems, Man, and Cybernetics : SMC 2018, 7–10 October 2018 Miyazaki, Japan2018 / p. 3720-3725 : ill https://doi.org/10.1109/SMC.2018.00630
• Generative adversarial networks as a data augmentation tool for CNN-based Parkinson's disease diagnosticsDzotsenidze, Erik; Valla, Elli; Nõmm, Sven; Medijainen, Kadri; Taba, Pille; Toomela, AaroIFAC-Papers OnLine2022 / p. 108-113 : ill https://doi.org/10.1016/j.ifacol.2022.10.240 https://www.scopus.com/sourceid/21100456158 https://www.scopus.com/record/display.uri?eid=2-s2.0-85144327403&origin=inward&txGid=85bf5598b60beed5cb9bc1aaf10bb22f https://www.webofscience.com/wos/woscc/full-record/WOS:000870306300019
• Interpretable quantitative description of the digital clock drawing test for Parkinson's disease modellingNõmm, Sven; Mašarov, Ilja; Toomela, Aaro; Medijainen, Kadri; Taba, Pille15th International Conference on Control, Automation, Robotics and Vision (ICARCV 2018) : Singapore, November 18-21, 20182018 / p. 1839-1844 : ill https://doi.org/10.1109/ICARCV.2018.8581074
• Leveraging artificial intelligence for microkinematic analysis of fine motor skills in Parkinson’s disease detection = Tehisintellekti rakendamine peenmotoorika mikrokinemaatilises analüüsis Parkinsoni tõve tuvastamiseksValla, Elli2025 https://digikogu.taltech.ee/et/Item/e7c8ea35-6739-43fc-8f24-0c8607c62346 https://doi.org/10.23658/taltech.26/2025 https://www.ester.ee/record=b5747730*est
• A light-weight CNN model for efficient Parkinsons disease diagnosticsWang, Xuechao; Huang, Junqing; Chatzakou, Marianna; Medijainen, Kadri; Taba, Pille; Toomela, Aaro; Nõmm, Sven; Ruzhansky, Michael36th IEEE International Symposium on Computer-Based Medical Systems, CBMS 2023, Aquila, 22-24 June 20232023 / p. 616-621 https://doi.org/10.1109/CBMS58004.2023.00289 https://www.scopus.com/sourceid/23681 https://www.scopus.com/record/display.uri?eid=2-s2.0-85166485992&origin=inward&txGid=83540260ed20ef2651c40660d4ac6379 https://www.webofscience.com/wos/woscc/full-record/WOS:001037777900108
• LSTM-CNN : an efficient diagnostic network for Parkinson's disease utilizing dynamic handwriting analysisWang, Xuechao; Huang, Junqing; Chatzakou, Marianna; Medijainen, Kadri; Toomela, Aaro; Nõmm, Sven; Ruzhansky, MichaelComputer Methods and Programs in Biomedicine2024 / art. 108066 https://doi.org/10.1016/j.cmpb.2024.108066 https://www.scopus.com/sourceid/23604 https://www.scopus.com/record/display.uri?eid=2-s2.0-85185006571&origin=resultslist&sort=plf-f&src=s&sot=b&sdt=b&s=DOI%2810.1016%2Fj.cmpb.2024.108066%29&sessionSearchId=971b6d536926a71d00c3665b57fa29cc&relpos=0 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=COMPUT%20METH%20PROG%20BIO&year=2023 https://www.webofscience.com/wos/woscc/full-record/WOS:001186764800001
• Machine learning based analysis of the upper limb freezing during handwriting in Parkinson's disease patientsGorbatšov, Vassili; Valla, Elli; Nõmm, Sven; Medijainen, Kadri; Taba, Pille; Toomela, AaroIFAC-PapersOnLine2022 / p. 91-95 https://doi.org/10.1016/j.ifacol.2022.10.237 https://www.scopus.com/sourceid/21100456158 https://www.scopus.com/record/display.uri?eid=2-s2.0-85144249319&origin=inward&txGid=f771709c55f7a7d259a85c47b19913e7 https://www.webofscience.com/wos/woscc/full-record/WOS:000870306300016
• Parkinson's disease diagnostics based on the analysis of digital sentence writing testNetšunajev, Aleksei; Nõmm, Sven; Toomela, Aaro; Medijainen, Kadri; Taba, PilleVietnam journal of computer science2021 / p. 493-512 https://doi.org/10.1142/S2196888821500238 https://www.scopus.com/sourceid/21101060452 https://www.scopus.com/record/display.uri?eid=2-s2.0-85117198746&origin=inward&txGid=6fc30dcb8f996e1b6f0665119452b86a https://jcr.clarivate.com/jcr-jp/journal-profile?journal=VIETNAM%20J%20COMPUT%20SCI&year=2022 https://www.webofscience.com/wos/woscc/full-record/WOS:000735958900003
• Quantitative analysis in the digital Luria's alternating series testsNõmm, Sven; Toomela, Aaro; Kozhenkina, Julia; Toomsoo, Toomas14th International Conference on Control, Automation, Robotics & Vision (ICARCV 2016) : Phuket, Thailand, November 13-15, 20162016 / [6] p. : ill https://doi.org/10.1109/ICARCV.2016.7838746
• Recognition and analysis of the contours drawn during the Poppelreuter's testNõmm, Sven; Bardõš, Konstantin; Mašarov, Ilja; Kozhenkina, Julia; Toomela, Aaro; Toomsoo, Toomas2016 15th IEEE International Conference on Machine Learning and Applications : 18-20 December 2016, Anaheim, California : proceedings2016 / p. 170-175 : ill http://doi.org//10.1109/ICMLA.2016.0036
• Sentence writing test for Parkinson disease modeling: comparing predictive ability of classifiersNetšunajev, Aleksei; Nõmm, Sven; Toomela, Aaro; Medijainen, Kadri; Taba, PilleIntelligent Information and Database Systems : 12th Asian Conference, ACIIDS 2020, Phuket, Thailand, March 23-26, 2020 : proceedings, Part I2020 / p. 345-357 https://doi.org/10.1007/978-3-030-41964-6_30 https://www.scopus.com/sourceid/25674 https://www.scopus.com/record/display.uri?eid=2-s2.0-85082305123&origin=inward&txGid=33ed2ec0541971b2160735ea956e932d https://www.webofscience.com/wos/woscc/full-record/WOS:000611576500030
• Smartphone-based microkinematic feature analysis for mental fatigue detection using machine learningValla, Elli; Väli, Lilian; Nõmm, Sven; Toomela, AaroCognition, Technology & Work2025 / 32 p. : ill https://doi.org/10.21203/rs.3.rs-6601096/v1
• Towards establishing relationships between human arousal level and motion massNõmm, Sven; Kõnnusaar, Tiit; Toomela, AaroNeural Information Processing : 21st International Conference, ICONIP 2014, Kuching, Malaysia, November 3-6, 2014 : proceedings. Part 12014 / p. 19-26 : ill https://doi.org/10.1007/978-3-319-12637-1_3 https://www.scopus.com/sourceid/25674 https://www.scopus.com/record/display.uri?eid=2-s2.0-84921491663&origin=inward&txGid=124ff31acaca50e294cfdae4febb97ba https://jcr.clarivate.com/jcr-jp/journal-profile?journal=LECT%20NOTES%20ARTIF%20INT&year=2005 https://www.webofscience.com/wos/woscc/full-record/WOS:000432659500003
• Towards modeling of finger motions in virtual reality environmentNõmm, Sven; Toomela, Aaro; Kulikov, JaroslavAugmented Reality, Virtual Reality, and Computer Graphics : 4th International Conference, AVR 2017, Ugento, Italy, June 12-15, 2017 : proceedings. Part I2017 / p. 106-115 : ill https://doi.org/10.1007/978-3-319-60922-5_8 https://www.scopus.com/sourceid/25674 https://www.scopus.com/record/display.uri?eid=2-s2.0-85021196538&origin=inward&txGid=68fbddab3f610373d5f500cabd4dd809 https://www.webofscience.com/wos/woscc/full-record/WOS:000440461200008
• Towards the notion of average trajectory of the repeating motion of human limbsNõmm, Sven; Toomela, Aaro; Gaichenja, IliaIntelligent Information and Database Systems : 9th Asian Conference, ACIIDS 2017, Kanazawa, Japan, April 3-5, 2017 : proceedings. Part II2017 / p. 582-591 : ill https://doi.org/10.1007/978-3-319-54430-4_56 https://www.scopus.com/sourceid/25674 https://www.scopus.com/record/display.uri?eid=2-s2.0-85018490603&origin=inward&txGid=c29891d8f9b6632f7e60862508d409bf https://www.webofscience.com/wos/woscc/full-record/WOS:000401653300056
• Transforming fatigue assessment : smartphone-based system with digitized motor skill testsValla, Elli; Toose, Ain-Joonas; Nõmm, Sven; Toomela, AaroInternational Journal of Medical Informatics2023 / art. 105152 https://doi.org/10.1016/j.ijmedinf.2023.105152 https://www.scopus.com/sourceid/23689 https://www.scopus.com/record/display.uri?eid=2-s2.0-85165619687&origin=resultslist&sort=plf-f&src=s&sid=1ceedbeb511e6b6238321e9e07019f06&sot=b&sdt=b&s=TITLE-ABS-KEY%28%22Transforming+fatigue+assessment%3A+Smartphone-based+system+with+digitized+motor+skill+tests%22%29&sl=106&sessionSearchId=1ceedbeb511e6b6238321e9e07019f06&relpos=0 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=INT%20J%20MED%20INFORM&year=2023 https://www.webofscience.com/wos/woscc/full-record/WOS:001050110400001
• Tremor-related feature engineering for machine learning based Parkinson’s disease diagnosticsValla, Elli; Nõmm, Sven; Medijainen, Kadri; Taba, Pille; Toomela, AaroBiomedical signal processing and control2022 / art. 103551 https://doi.org/10.1016/j.bspc.2022.103551 https://www.scopus.com/sourceid/4700152237 https://www.scopus.com/record/display.uri?eid=2-s2.0-85124477053&origin=inward&txGid=2c16d0d6d779c858f44af0cccb7ce252 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=BIOMED%20SIGNAL%20PROCES&year=2022 https://www.webofscience.com/wos/woscc/full-record/WOS:000783873600004
• Why behavioral indicators may fail to reveal mental states : individual differences in arousal-movement pattern relationshipsToomela, Aaro; Nõmm, Sven; Kõnnussaar, Tiit; Tammik, ValdarFrontiers in psychology2019 / art. 270, 8 p. : ill https://doi.org/10.3389/fpsyg.2019.00270 https://www.scopus.com/sourceid/21100216571 https://www.scopus.com/record/display.uri?eid=2-s2.0-85061608287&origin=inward&txGid=e8f3feee922daed2013ec71c490c5ef5 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=FRONT%20PSYCHOL&year=2022 https://www.webofscience.com/wos/woscc/full-record/WOS:000458703300001