Exersense: Real-time physical exercise segmentation, classification, and counting algorithm using an imu sensor

S Ishii, K Nkurikiyeyezu, M Luimula… - Activity and Behavior …, 2021 - Springer
… developed a fitness assistant framework that automatically generates a … of 95.16% in a real
scenario when evaluated on 15 users. … However, it is not the right solution since this research …

Imu-based fitness activity recognition using cnns for time series classification

PN Müller, AJ Müller, P Achenbach, S Göbel - Sensors, 2024 - mdpi.com
… For each scenario and architecture, we performed a leave-one-subject-out cross-validation
with splits, as detailed in Section 3.4, resulting in 16 models each. CNNs were trained with a …

Characterization of a wearable system for automatic supervision of fitness exercises

C Crema, A Depari, A Flammini, E Sisinni… - Measurement, 2019 - Elsevier
… This work proposes a new solution that exploits machine … Consequently, the need for
measurements in this scenario … [29], IMU-based features are linearly combined by means of …

[HTML][HTML] A Residual Deep Learning Method for Accurate and Efficient Recognition of Gym Exercise Activities Using Electromyography and IMU Sensors

S Mekruksavanich, A Jitpattanakul - Applied System Innovation, 2024 - mdpi.com
IMU-based solution for automatic detection and classification of exercises in the fitness
scenario. In Proceedings of the 2017 IEEE Sensors Applications Symposium (SAS), Glassboro, …

Lightweight machine learning-based approach for supervision of fitness workout

A Depari, P Ferrari, A Flammini… - 2019 IEEE Sensors …, 2019 - ieeexplore.ieee.org
… This work proposes a new solution for fitness workout … actual ML processing, extracted
IMU-based features are pre-… for automatic classification and counting of workout exercises is …

Detection of Sets and Repetitions in Strength Exercises Using IMU-Based Wristband Wearables

A Polo-Rodriguez, D Diaz-Jimenez… - … Computing and Ambient …, 2023 - Springer
… these exercises on fitness machines in real-world scenarios. A … was developed to classify
these exercises and estimate … and automated solution for detecting sets and repetitions. …

On feature selection in automatic detection of fitness exercises using LSTM models

E Sisinni, A Depari, P Bellagente… - 2022 IEEE Sensors …, 2022 - ieeexplore.ieee.org
Automatic detection and classification of fitness activity is … provide an effective description
of the scenario of interest. In order … -based solution for automatic detection of fitness exercises. …

Automatic swimming activity recognition and lap time assessment based on a single IMU: a deep learning approach

E Delhaye, A Bouvet, G Nicolas, JP Vilas-Boas… - Sensors, 2022 - mdpi.com
… units (IMU) have become a relevant solution for monitoring and performance analysis [4]. …
in the literature to date regarding IMU-based swimming activity classification. Moreover, with …

A low-cost imu-based wearable system for precise identification of walk activity using deep convolutional neural network

A Chakraborty, N Mukherjee - Big data intelligence for smart applications, 2022 - Springer
… Coupled with the strive for a better life, these smart solutions … activity recognition system,
while reducing mis-classification. … Activity Recognition System (HARS) in a real-life scenario. …

IMU-based classification of resistive exercises for real-time training monitoring on board the international space station with potential telemedicine spin-off

M Ravizza, L Giani, FJ Sheiban, A Pedrocchi, J DeWitt… - Plos one, 2023 - journals.plos.org
… errors during the exercise execution, a scenario that is quite … These solutions are not suitable
for real-time monitoring on … also be used to classify typical gym exercises with supervised …