A survey of vision-based human action evaluation methods

Q Lei, JX Du, HB Zhang, S Ye, DS Chen - Sensors, 2019 - mdpi.com
The fields of human activity analysis have recently begun to diversify. Many researchers
have taken much interest in developing action recognition or action prediction methods. The …

Finediving: A fine-grained dataset for procedure-aware action quality assessment

J Xu, Y Rao, X Yu, G Chen… - Proceedings of the …, 2022 - openaccess.thecvf.com
Most existing action quality assessment methods rely on the deep features of an entire video
to predict the score, which is less reliable due to the non-transparent inference process and …

Group-aware contrastive regression for action quality assessment

X Yu, Y Rao, W Zhao, J Lu… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Assessing action quality is challenging due to the subtle differences between videos and
large variations in scores. Most existing approaches tackle this problem by regressing a …

A survey on video action recognition in sports: Datasets, methods and applications

F Wu, Q Wang, J Bian, N Ding, F Lu… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
To understand human behaviors, action recognition based on videos is a common
approach. Compared with image-based action recognition, videos provide much more …

Uncertainty-aware score distribution learning for action quality assessment

Y Tang, Z Ni, J Zhou, D Zhang, J Lu… - Proceedings of the …, 2020 - openaccess.thecvf.com
Assessing action quality from videos has attracted growing attention in recent years. Most
existing approaches usually tackle this problem based on regression algorithms, which …

What and how well you performed? a multitask learning approach to action quality assessment

P Parmar, BT Morris - … of the IEEE/CVF Conference on …, 2019 - openaccess.thecvf.com
Can performance on the task of action quality assessment (AQA) be improved by exploiting
a description of the action and its quality? Current AQA and skills assessment approaches …

Action quality assessment with temporal parsing transformer

Y Bai, D Zhou, S Zhang, J Wang, E Ding… - European conference on …, 2022 - Springer
Abstract Action Quality Assessment (AQA) is important for action understanding and
resolving the task poses unique challenges due to subtle visual differences. Existing state-of …

Towards unified surgical skill assessment

D Liu, Q Li, T Jiang, Y Wang, R Miao… - Proceedings of the …, 2021 - openaccess.thecvf.com
Surgical skills have a great influence on surgical safety and patients' well-being. Traditional
assessment of surgical skills involves strenuous manual efforts, which lacks efficiency and …

Tsa-net: Tube self-attention network for action quality assessment

S Wang, D Yang, P Zhai, C Chen, L Zhang - Proceedings of the 29th …, 2021 - dl.acm.org
In recent years, assessing action quality from videos has attracted growing attention in
computer vision community and human-computer interaction. Most existing approaches …

Action assessment by joint relation graphs

JH Pan, J Gao, WS Zheng - Proceedings of the IEEE/CVF …, 2019 - openaccess.thecvf.com
We present a new model to assess the performance of actions from videos, through graph-
based joint relation modelling. Previous works mainly focused on the whole scene including …