Attentional pooling for action recognition

R Girdhar, D Ramanan - Advances in neural information …, 2017 - proceedings.neurips.cc
We introduce a simple yet surprisingly powerful model to incorporate attention in action
recognition and human object interaction tasks. Our proposed attention module can be …

Dynamic motion representation for human action recognition

S Asghari-Esfeden, M Sznaier… - Proceedings of the …, 2020 - openaccess.thecvf.com
Despite the advances in Human Activity Recognition, the ability to exploit the dynamics of
human body motion in videos has yet to be achieved. In numerous recent works …

Exploiting informative video segments for temporal action localization

C Sun, H Song, X Wu, Y Jia… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
We propose a novel method of exploiting informative video segments by learning segment
weights for temporal action localization in untrimmed videos. Informative video segments …

Adaptation-oriented feature projection for one-shot action recognition

Y Zou, Y Shi, D Shi, Y Wang, Y Liang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
One-shot action recognition aims at recognizing actions in unseen classes in cases where
only one training video is provided. Compared with one-shot image recognition, one-shot …

Fine-Tuned Temporal Dense Sampling with 1D Convolutional Neural Network for Human Action Recognition

KM Lim, CP Lee, KS Tan, A Alqahtani, M Ali - Sensors, 2023 - mdpi.com
Human action recognition is a constantly evolving field that is driven by numerous
applications. In recent years, significant progress has been made in this area due to the …

Attend it again: Recurrent attention convolutional neural network for action recognition

H Yang, J Zhang, S Li, J Lei, S Chen - Applied Sciences, 2018 - mdpi.com
Human action recognition in videos is an important task with a broad range of applications.
In this study, we improve the performance of recurrent attention convolutional neural network …

A cross-modal learning approach for recognizing human actions

H Zheng, XM Zhang - IEEE Systems Journal, 2020 - ieeexplore.ieee.org
Since a large number of videos have sprung up, the human-centric visual understanding
tasks especially human action recognition (HAR) is under great demand. The key issue of …