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 Article at Scopus

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 Conference Proceedings at Scopus Article at Scopus Article at WOS

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 Conference proceedings at Scopus Article at Scopus Article at WOS

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 Conference Proceedings at Scopus Article at Scopus

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 Conference proceedings at Scopus Article at Scopus Article at WOS

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 Article at Scopus

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 Conference Proceedings at Scopus Article at Scopus Article at WOS

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 Conference proceedings at Scopus Article at Scopus Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Conference Proceeding metrics at Scopus Article at Scopus Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Conference proceedings at Scopus Article at Scopus Article at WOS

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 Conference proceedings at Scopus Article at Scopus Conference proceedings at WOS Article at WOS

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 Conference proceedings at Scopus Article at Scopus Article at WOS

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 Conference proceedings at Scopus Article at Scopus Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

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 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS