Dual detrs for multi-label temporal action detection

Y Zhu, G Zhang, J Tan, G Wu… - Proceedings of the IEEE …, 2024‏ - openaccess.thecvf.com
Abstract Temporal Action Detection (TAD) aims to identify the action boundaries and the
corresponding category within untrimmed videos. Inspired by the success of DETR in object …

Video self-stitching graph network for temporal action localization

C Zhao, AK Thabet, B Ghanem - Proceedings of the IEEE …, 2021‏ - openaccess.thecvf.com
Temporal action localization (TAL) in videos is a challenging task, especially due to the
large variation in action temporal scales. Short actions usually occupy a major proportion in …

Rcl: Recurrent continuous localization for temporal action detection

Q Wang, Y Zhang, Y Zheng… - Proceedings of the IEEE …, 2022‏ - openaccess.thecvf.com
Temporal representation is the cornerstone of modern action detection techniques. State-of-
the-art methods mostly rely on a dense anchoring scheme, where anchors are sampled …

Aoe-net: Entities interactions modeling with adaptive attention mechanism for temporal action proposals generation

K Vo, S Truong, K Yamazaki, B Raj, MT Tran… - International Journal of …, 2023‏ - Springer
Temporal action proposal generation (TAPG) is a challenging task, which requires localizing
action intervals in an untrimmed video. Intuitively, we as humans, perceive an action through …

Re2tal: Rewiring pretrained video backbones for reversible temporal action localization

C Zhao, S Liu, K Mangalam… - Proceedings of the …, 2023‏ - openaccess.thecvf.com
Temporal action localization (TAL) requires long-form reasoning to predict actions of various
durations and complex content. Given limited GPU memory, training TAL end to end (ie, from …

Movement enhancement toward multi-scale video feature representation for temporal action detection

Z Zhao, D Wang, X Zhao - Proceedings of the IEEE/CVF …, 2023‏ - openaccess.thecvf.com
Boundary localization is a challenging problem in Temporal Action Detection (TAD), in
which there are two main issues. First, the submergence of movement feature, ie the …

[HTML][HTML] A comprehensive review on temporal-action proposal generation

S Sooksatra, S Watcharapinchai - Journal of Imaging, 2022‏ - mdpi.com
Temporal-action proposal generation (TAPG) is a well-known pre-processing of temporal-
action localization and mainly affects localization performance on untrimmed videos. In …

Temporal action proposal generation with action frequency adaptive network

Y Tang, W Wang, C Zhang, J Liu… - IEEE Transactions on …, 2023‏ - ieeexplore.ieee.org
As the cornerstone of human-behavior analysis in video understanding, temporal action
proposal generation aims to predict the starting and ending time of human action instances …

Aei: Actors-environment interaction with adaptive attention for temporal action proposals generation

K Vo, H Joo, K Yamazaki, S Truong, K Kitani… - arxiv preprint arxiv …, 2021‏ - arxiv.org
Humans typically perceive the establishment of an action in a video through the interaction
between an actor and the surrounding environment. An action only starts when the main …

Abn: Agent-aware boundary networks for temporal action proposal generation

K Vo, K Yamazaki, S Truong, MT Tran… - IEEE …, 2021‏ - ieeexplore.ieee.org
Temporal action proposal generation (TAPG) aims to estimate temporal intervals of actions
in untrimmed videos, which is a challenging yet plays an important role in many tasks of …