Search Results for author: Marius Bock

Found 5 papers, 4 papers with code

Temporal Action Localization for Inertial-based Human Activity Recognition

no code implementations27 Nov 2023 Marius Bock, Michael Moeller, Kristof Van Laerhoven

Our results show that state-of-the-art TAL models are able to outperform popular inertial models on 4 out of 6 wearable activity recognition benchmark datasets, with improvements ranging as much as 25% in F1-score.

Human Activity Recognition Temporal Action Localization +1

Hang-Time HAR: A Benchmark Dataset for Basketball Activity Recognition using Wrist-Worn Inertial Sensors

1 code implementation22 May 2023 Alexander Hoelzemann, Julia Lee Romero, Marius Bock, Kristof Van Laerhoven, Qin Lv

We present a benchmark dataset for evaluating physical human activity recognition methods from wrist-worn sensors, for the specific setting of basketball training, drills, and games.

Human Activity Recognition Time Series

WEAR: An Outdoor Sports Dataset for Wearable and Egocentric Activity Recognition

1 code implementation11 Apr 2023 Marius Bock, Hilde Kuehne, Kristof Van Laerhoven, Michael Moeller

Though research has shown the complementarity of camera- and inertial-based data, datasets which offer both egocentric video and inertial-based sensor data remain scarce.

Egocentric Activity Recognition Human Activity Recognition +2

Tutorial on Deep Learning for Human Activity Recognition

1 code implementation13 Oct 2021 Marius Bock, Alexander Hoelzemann, Michael Moeller, Kristof Van Laerhoven

Activity recognition systems that are capable of estimating human activities from wearable inertial sensors have come a long way in the past decades.

Feature Engineering Human Activity Recognition

Improving Deep Learning for HAR with shallow LSTMs

1 code implementation2 Aug 2021 Marius Bock, Alexander Hoelzemann, Michael Moeller, Kristof Van Laerhoven

Recent studies in Human Activity Recognition (HAR) have shown that Deep Learning methods are able to outperform classical Machine Learning algorithms.

Human Activity Recognition

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