Vision transformers for action recognition: A survey

A Ulhaq, N Akhtar, G Pogrebna, A Mian - arXiv preprint arXiv:2209.05700, 2022 - arxiv.org
Vision transformers are emerging as a powerful tool to solve computer vision problems.
Recent techniques have also proven the efficacy of transformers beyond the image domain …

Pecop: Parameter efficient continual pretraining for action quality assessment

A Dadashzadeh, S Duan, A Whone… - Proceedings of the …, 2024 - openaccess.thecvf.com
The limited availability of labelled data in Action Quality Assessment (AQA), has forced
previous works to fine-tune their models pretrained on large-scale domain-general datasets …

A video-based augmented reality system for human-in-the-loop muscle strength assessment of juvenile dermatomyositis

K Zhou, R Cai, Y Ma, Q Tan, X Wang… - … on Visualization and …, 2023 - ieeexplore.ieee.org
As the most common idiopathic inflammatory myopathy in children, juvenile dermatomyositis
(JDM) is characterized by skin rashes and muscle weakness. The childhood myositis …

Narrative Action Evaluation with Prompt-Guided Multimodal Interaction

S Zhang, S Bai, G Chen, L Chen, J Lu… - Proceedings of the …, 2024 - openaccess.thecvf.com
In this paper we investigate a new problem called narrative action evaluation (NAE). NAE
aims to generate professional commentary that evaluates the execution of an action. Unlike …

Fine-grained spatio-temporal parsing network for action quality assessment

K Gedamu, Y Ji, Y Yang, J Shao… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Action Quality Assessment (AQA) plays an important role in video analysis, which is applied
to evaluate the quality of specific actions, ie, sports activities. However, it is still challenging …

A contrastive learning network for performance metric and assessment of physical rehabilitation exercises

L Yao, Q Lei, H Zhang, J Du… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Human activity analysis in the legal monitoring environment plays an important role in the
physical rehabilitation field, as it helps patients with physical injuries improve their …

A Figure Skating Jumping Dataset for Replay-Guided Action Quality Assessment

Y Liu, X Cheng, T Ikenaga - Proceedings of the 31st ACM International …, 2023 - dl.acm.org
In competitive sports, judges often scrutinize replay videos from multiple views to adjudicate
uncertain or contentious actions, and ultimately ascertain the definitive score. Most existing …

Localization-assisted Uncertainty Score Disentanglement Network for Action Quality Assessment

Y Ji, L Ye, H Huang, L Mao, Y Zhou, L Gao - Proceedings of the 31st …, 2023 - dl.acm.org
Action Quality Assessment (AQA) has wide applications in various scenarios. Regarding the
AQA of long-term figure skating, the big challenge lies in semantic context feature learning …

Sedskill: Surgical events driven method for skill assessment from thoracoscopic surgical videos

X Ding, X Xu, X Li - International Conference on Medical Image Computing …, 2023 - Springer
Thoracoscopy-assisted mitral valve replacement (MVR) is a crucial treatment for patients
with mitral regurgitation and demands exceptional surgical skills to prevent complications …

Procedure-Aware Action Quality Assessment: Datasets and Performance Evaluation

J Xu, Y Rao, J Zhou, J Lu - International Journal of Computer Vision, 2024 - Springer
In this paper, we investigate the problem of procedure-aware action quality assessment,
which analyzes the action quality by delving into the semantic and spatial-temporal …