Deep Learning in the Recognition of Activities of Daily Living Using Smartwatch Data Ariany F. Cavalcante, Victor H. de L. Kunst, Thiago de M. Chaves, Júlia D. T. de Souza, Isabela M. Ribeiro, et al. Sensors, 2023 The recognition of human activities (HAR) using wearable device data, such as smartwatches, has gained significant attention in the field of computer science due to its potential to provide insights into individuals’ daily activities. This article aims to conduct a comparative study of deep learning techniques for recognizing activities of daily living (ADL). A mapping of HAR techniques was performed, and three techniques were selected for evaluation, along with a dataset. Experiments were conducted using the selected techniques to assess their performance in ADL recognition, employing standardized evaluation metrics, such as accuracy, precision, recall, and F1-score. Among the evaluated techniques, the DeepConvLSTM architecture, consisting of recurrent convolutional layers and a single LSTM layer, achieved the most promising results. These findings suggest that software applications utilizing this architecture can assist smartwatch users in understanding their movement routines more quickly and accurately.
Validation of Angle Estimation Based on Body Tracking Data from RGB-D and RGB Cameras for Biomechanical Assessment Thiago Buarque de Gusmão Lafayette, Victor Hugo de Lima Kunst, Pedro Vanderlei de Sousa Melo, Paulo de Oliveira Guedes, João Marcelo Xavier Natário Teixeira, et al. Sensors, 2023 Motion analysis is an area with several applications for health, sports, and entertainment. The high cost of state-of-the-art equipment in the health field makes it unfeasible to apply this technique in the clinics’ routines. In this vein, RGB-D and RGB equipment, which have joint tracking tools, are tested with portable and low-cost solutions to enable computational motion analysis. The recent release of Google MediaPipe, a joint inference tracking technique that uses conventional RGB cameras, can be considered a milestone due to its ability to estimate depth coordinates in planar images. In light of this, this work aims to evaluate the measurement of angular variation from RGB-D and RGB sensor data against the Qualisys Tracking Manager gold standard. A total of 60 recordings were performed for each upper and lower limb movement in two different position configurations concerning the sensors. Google’s MediaPipe usage obtained close results compared to Kinect V2 sensor in the inherent aspects of absolute error, RMS, and correlation to the gold standard, presenting lower dispersion values and error metrics, which is more positive. In the comparison with equipment commonly used in physical evaluations, MediaPipe had an error within the error range of short- and long-arm goniometers.
OAK-D as a Platform for Human Movement Analysis: A Case Study Daniel Perazzo, Natalia Souza Soares, Victor Gouveia de Menezes Lyra, Gustavo Camargo Rocha Lima, Alana Elza Fontes da Gama, et al. ACM International Conference Proceeding Series, 2021
The Virtual Kinect Thiago Buarque de Gusmao Lafayette, Alexandre de Queiroz Burle, Arthur de Andrade Almeida, Vinicius Lima Ventura, Vitor Mendes Carvalho, et al. ACM International Conference Proceeding Series, 2021
An EMG-based virtual reality application for motor rehabilitation Mirella Santos Pessoa de Melo, Jose Gomes da Silva Neto, Joao Marcelo Xavier Natario Teixeira, Alana Elza Fontes Da Gama, Veronica Teichrieb Proceedings 2019 21st Symposium on Virtual and Augmented Reality Svr 2019, 2019
Validation of angle estimation based on body tracking data from RGB-D and RGB cameras for biomechanical assessment TBG Lafayette, VHL Kunst, PVS Melo, PO Guedes, JMXN Teixeira, ... Sensors 23 (1), 3 , 2022 2022 Citations: 57
Anthropometric Evaluation of Two Low-Cost 3D Digitizers for Lower Limb Prosthetics: A Preliminary Study ASL Rodrigues, MC Oliveira, AEF Da Gama 2022 Citations: 1
Cicloergômetro de baixo custo com tecnologia interativa e monitoramento cardíaco para Reabilitação Pós-COVID19 AM de Azevedo, TBG Lafayette, DR Aguiar, AEF da Gama Anais Estendidos do XXIII Simpósio de Realidade Virtual e Aumentada, 19-20 , 2021 2021
Construçao e Validaçao de Tapete de Pressao de Baixo Custo para Interaçao Humano-Computador T Barros, JMXN Teixeira, AE da Gama, W Correia Anais Estendidos do XXII Simpósio de Realidade Virtual e Aumentada, 35-39 , 2020 2020
Voxar Labs V Teichrieb, F Simões, L Figueiredo, JP Lima, JM Teixeira, R Roberto, ... Anais Estendidos do XXII Simpósio de Realidade Virtual e Aumentada, 111-114 , 2020 2020 Citations: 1
Real-time approach for gait analysis using the Kinect v2 sensor for clinical assessment purpose A de Queiroz Burle, TB de Gusmão Lafayette, JR Fonseca, V Teichrieb, ... 2020 22nd Symposium on Virtual and Augmented Reality (SVR), 144-153 , 2020 2020 Citations: 14
Velostat-Based Pressure Sensor Matrix for a Low-Cost Monitoring System Applied to Prevent Decubitus Ulcers TPDA Barros, J Teixeira, WFM Correia, AEF Da Gama Brazilian Congress on Biomedical Engineering, 835-842 , 2020 2020 Citations: 1
Usability and effects of text, image and audio feedback on exercise correction during augmented reality based motor rehabilitation VC Cavalcanti, MI de Santana Ferreira, V Teichrieb, RR Barioni, ... Computers & Graphics 85, 100-110 , 2019 2019 Citations: 36
An EMG-Based Virtual Reality Application for Motor Rehabilitation MSP de Melo, JG da Silva Neto, JMXN Teixeira, AEF Da Gama, ... 2019 21st Symposium on Virtual and Augmented Reality (SVR), 170-177 , 2019 2019 Citations: 21
Comparison of RGB and HSV Color Spaces for motion Capture and Analysis of Individuals With limb Discrepancy TB de Gusmao Lafayette, LF Colaco, JMXN Teixeira, CR de Vasconcelos, ... 2019 21st Symposium on Virtual and Augmented Reality (SVR), 178-185 , 2019 2019 Citations: 4
Effects of incremental inspiratory load on inspiratory muscles activity in stroke subjects in comparison to healthy individuals E Colaço, LP Gualdi, AEF Da Gama, C Wiesiolek, DC Brandão, ... European Respiratory Journal 54 (suppl 63) , 2019 2019
SISTEMA PARA TRANSFERÊNCIA AUTÔNOMA DE INDIVÍDUOS COM DEFICIÊNCIA MOTORA NOS MEMBROS INFERIORES (57) Resumo:“SISTEMA PARA TRANSFERÊNCIA AUTÔNOMA DE INDIVÍDUOS COM DEFICIÊNCIA … J OLIVEIRA, A FONTES, A GAMA, C LIMA, H MENDES, P SANTOS, ... UFPE , 2019 2019
Rehabilitation motion recognition based on the international biomechanical standards AEF Da Gama, T de Menezes Chaves, P Fallavollita, LS Figueiredo, ... Expert Systems with Applications 116, 396-409 , 2019 2019 Citations: 42
Corrigendum to “Usability Assessments for Augmented Reality Motor Rehabilitation Solutions: A Systematic Review” VC Cavalcanti, MI Santana, AEF Da Gama, WFM Correia International Journal of Computer Games Technology 2019 , 2019 2019 Citations: 2
Upper Limb Muscle Activation: An EMG Analysis Using Myo® Armband GAM de Souza, MGNM da Silva, AEF da Gama XXVI Brazilian Congress on Biomedical Engineering, 397-404 , 2019 2019 Citations: 8
Hybrid Solution for Motion Capture with Kinect v2 to Different Biotypes Recognition TB de Gusmão Lafayette, JMXN Teixeira, AEF Da Gama XXVI Brazilian Congress on Biomedical Engineering, 249-259 , 2019 2019 Citations: 5
SISTEMA DE CAPTAÇÃO DE SINAIS ELETROMIOGRÁFICOS COM CONEXÃO A DISPOSITIVOS MÓVEIS TOUCHSCREEN POR MEIO DA TECNOLOGIA BLUETOOTH, APLICADO A JOGOS VIRTUAIS PARA CONSCIENTIZAÇÃO E … A OLIVEIRA, E MORETTI, M MOREIRA, MA RODRIGUES, M SILVA, ... UFPE , 2018 2018
Usability Assessments for Augmented Reality Motor Rehabilitation Solutions: A Systematic Review VC Cavalcanti, MI Santana, AEF Da Gama, WFM Correia International Journal of Computer Games Technology 2018 , 2018 2018 Citations: 31
ARkanoidAR: An Augmented Reality System to Guide Biomechanical Movements at Sagittal Plane RR Barioni, TM Chaves, L Figueiredo, V Teichrieb, EV Neto, ... 2017 19th Symposium on Virtual and Augmented Reality (SVR), 207-214 , 2017 2017 Citations: 15
MirrARbilitation: A clinically-related gesture recognition interactive tool for an AR rehabilitation system AEF Da Gama, TM Chaves, LS Figueiredo, A Baltar, M Meng, N Navab, ... Computer methods and programs in biomedicine 135, 105-114 , 2016 2016 Citations: 117
MOST CITED SCHOLAR PUBLICATIONS
Motor rehabilitation using Kinect: A systematic review A Da Gama, P Fallavollita, V Teichrieb, N Navab Games for Health Journal 4 (2), 123-135 , 2015 2015 Citations: 206
MirrARbilitation: A clinically-related gesture recognition interactive tool for an AR rehabilitation system AEF Da Gama, TM Chaves, LS Figueiredo, A Baltar, M Meng, N Navab, ... Computer methods and programs in biomedicine 135, 105-114 , 2016 2016 Citations: 117
Guidance and movement correction based on therapeutics movements for motor rehabilitation support systems A Da Gama, T Chaves, L Figueiredo, V Teichrieb 2012 14th Symposium on Virtual and Augmented Reality, 191-200 , 2012 2012 Citations: 117
Poster: improving motor rehabilitation process through a natural interaction based system using kinect sensor A Da Gama, T Chaves, L Figueiredo, V Teichrieb 2012 IEEE Symposium on 3D User Interfaces (3DUI), 145-146 , 2012 2012 Citations: 105
Development and evaluation of a Kinect based motor rehabilitation game DQ Freitas, A Da Gama, L Figueiredo, TM Chaves, D Marques-Oliveira, ... Proceedings of SBGames 4, 144-53 , 2012 2012 Citations: 62
Validation of angle estimation based on body tracking data from RGB-D and RGB cameras for biomechanical assessment TBG Lafayette, VHL Kunst, PVS Melo, PO Guedes, JMXN Teixeira, ... Sensors 23 (1), 3 , 2022 2022 Citations: 57
Rehabilitation motion recognition based on the international biomechanical standards AEF Da Gama, T de Menezes Chaves, P Fallavollita, LS Figueiredo, ... Expert Systems with Applications 116, 396-409 , 2019 2019 Citations: 42
Usability and effects of text, image and audio feedback on exercise correction during augmented reality based motor rehabilitation VC Cavalcanti, MI de Santana Ferreira, V Teichrieb, RR Barioni, ... Computers & Graphics 85, 100-110 , 2019 2019 Citations: 36
Usability Assessments for Augmented Reality Motor Rehabilitation Solutions: A Systematic Review VC Cavalcanti, MI Santana, AEF Da Gama, WFM Correia International Journal of Computer Games Technology 2018 , 2018 2018 Citations: 31
Human body motion and gestures recognition based on checkpoints T Chaves, L Figueiredo, A Da Gama, C de Araujo, V Teichrieb 2012 14th Symposium on Virtual and Augmented Reality, 271-278 , 2012 2012 Citations: 23
An EMG-Based Virtual Reality Application for Motor Rehabilitation MSP de Melo, JG da Silva Neto, JMXN Teixeira, AEF Da Gama, ... 2019 21st Symposium on Virtual and Augmented Reality (SVR), 170-177 , 2019 2019 Citations: 21
Acute effects of incremental inspiratory loads on compartmental chest wall volume and predominant activity frequency of inspiratory muscle AEF Da Gama, L de Andrade Carvalho, LA Feitosa, ... Journal of Electromyography and Kinesiology 23 (6), 1269-1277 , 2013 2013 Citations: 21
ARkanoidAR: An Augmented Reality System to Guide Biomechanical Movements at Sagittal Plane RR Barioni, TM Chaves, L Figueiredo, V Teichrieb, EV Neto, ... 2017 19th Symposium on Virtual and Augmented Reality (SVR), 207-214 , 2017 2017 Citations: 15
Deformidades em valgo e varo de joelhos alteram a cinesiologia dos membros inferiores AEF Gama, LC Lucena, MM Andrade, SB Alves X ENCONTRO DE INICIAÇÃO À DOCÊNCIA DA UFPB 1 , 2007 2007 Citations: 15
Real-time approach for gait analysis using the Kinect v2 sensor for clinical assessment purpose A de Queiroz Burle, TB de Gusmão Lafayette, JR Fonseca, V Teichrieb, ... 2020 22nd Symposium on Virtual and Augmented Reality (SVR), 144-153 , 2020 2020 Citations: 14
Ikapp–A Rehabilitation Support System using Kinect A Da Gama, T Chaves, L Figueiredo, C Araújo, V Teichrieb, M Carneiro, ... Proceedings of the 14th Symposium on Virtual and Augmented Reality , 2012 2012 Citations: 9
Upper Limb Muscle Activation: An EMG Analysis Using Myo® Armband GAM de Souza, MGNM da Silva, AEF da Gama XXVI Brazilian Congress on Biomedical Engineering, 397-404 , 2019 2019 Citations: 8
Hybrid Solution for Motion Capture with Kinect v2 to Different Biotypes Recognition TB de Gusmão Lafayette, JMXN Teixeira, AEF Da Gama XXVI Brazilian Congress on Biomedical Engineering, 249-259 , 2019 2019 Citations: 5
Comparison of RGB and HSV Color Spaces for motion Capture and Analysis of Individuals With limb Discrepancy TB de Gusmao Lafayette, LF Colaco, JMXN Teixeira, CR de Vasconcelos, ... 2019 21st Symposium on Virtual and Augmented Reality (SVR), 178-185 , 2019 2019 Citations: 4
Markerless gesture recognition according to biomechanical convention AEF Da Gama, TM Chaves, L Figueiredo, V Teichrieb XXIV Brazilian Congress on Biomedical Engineering–CBEB 2014Uberlandia, 2033-2036 , 2014 2014 Citations: 4