Transrac: Encoding multi-scale temporal correlation with transformers for repetitive action counting

H Hu, S Dong, Y Zhao, D Lian, Z Li… - Proceedings of the …, 2022 - openaccess.thecvf.com
Counting repetitive actions are widely seen in human activities such as physical exercise.
Existing methods focus on performing repetitive action counting in short videos, which is …

Poserac: Pose saliency transformer for repetitive action counting

Z Yao, X Cheng, Y Zou - arXiv preprint arXiv:2303.08450, 2023 - arxiv.org
This paper presents a significant contribution to the field of repetitive action counting through
the introduction of a new approach called Pose Saliency Representation. The proposed …

Context-aware and scale-insensitive temporal repetition counting

H Zhang, X Xu, G Han, S He - Proceedings of the IEEE/CVF …, 2020 - openaccess.thecvf.com
Temporal repetition counting aims to estimate the number of cycles of a given repetitive
action. Existing deep learning methods assume repetitive actions are performed in a fixed …

Repetitive activity counting by sight and sound

Y Zhang, L Shao, CGM Snoek - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
This paper strives for repetitive activity counting in videos. Different from existing works,
which all analyze the visual video content only, we incorporate for the first time the …

Counting out time: Class agnostic video repetition counting in the wild

D Dwibedi, Y Aytar, J Tompson… - Proceedings of the …, 2020 - openaccess.thecvf.com
We present an approach for estimating the period with which an action is repeated in a
video. The crux of the approach lies in constraining the period prediction module to use …

Live repetition counting

O Levy, L Wolf - Proceedings of the IEEE international conference …, 2015 - cv-foundation.org
The task of counting the number of repetitions of approximately the same action in an input
video sequence is addressed. The proposed method runs online and not on the complete …

Real-world repetition estimation by div, grad and curl

TFH Runia, CGM Snoek… - Proceedings of the …, 2018 - openaccess.thecvf.com
We consider the problem of estimating repetition in video, such as performing push-ups,
cutting a melon or playing violin. Existing work shows good results under the assumption of …

Dr. vic: Decomposition and reasoning for video individual counting

T Han, L Bai, J Gao, Q Wang… - Proceedings of the …, 2022 - openaccess.thecvf.com
Pedestrian counting is a fundamental tool for understanding pedestrian patterns and crowd
flow analysis. Existing works (eg, image-level pedestrian counting, crossline crowd counting …

Deep learning approaches for workout repetition counting and validation

B Ferreira, PM Ferreira, G Pinheiro, N Figueiredo… - Pattern Recognition …, 2021 - Elsevier
The study of the human body motion throughout different activities is one of the most
challenging and long-standing problems in Computer Vision. With the recent advances in …

[HTML][HTML] Recognition and repetition counting for complex physical exercises with deep learning

A Soro, G Brunner, S Tanner, R Wattenhofer - Sensors, 2019 - mdpi.com
Activity recognition using off-the-shelf smartwatches is an important problem in human
activity recognition. In this paper, we present an end-to-end deep learning approach, able to …