Modeling the Temporal Extent of Actions

被引:0
|
作者
Satkin, Scott [1 ]
Hebert, Martial [1 ]
机构
[1] Carnegie Mellon Univ, Inst Robot, Pittsburgh, PA 15213 USA
来源
关键词
VIDEO;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present a framework for estimating what portions of videos are most discriminative for the task of action recognition. We explore the impact of the temporal cropping of training videos on the overall accuracy of an action recognition system, and we formalize what makes a set of croppings optimal. In addition, we present; an algorithm to determine the best set of croppings for a dataset, and experimentally show that our approach increases the accuracy of various state-of-the-art action recognition techniques.
引用
收藏
页码:536 / 548
页数:13
相关论文
共 50 条
  • [1] Spatio-Temporal Modeling of Grasping Actions
    Romero, Javier
    Feix, Thomas
    Kjellstrom, Hedvig
    Kragic, Danica
    IEEE/RSJ 2010 INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS 2010), 2010,
  • [2] A Dynamic Appearance Descriptor Approach to Facial Actions Temporal Modeling
    Jiang, Bihan
    Valstar, Michel
    Martinez, Brais
    Pantic, Maja
    IEEE TRANSACTIONS ON CYBERNETICS, 2014, 44 (02) : 161 - 174
  • [3] A modeling method for human actions considering their temporal and spatial differences
    Doki, Kae
    Hirai, Takahito
    Hashimoto, Kohjiro
    Doki, Shinji
    2013 IEEE 4TH INTERNATIONAL CONFERENCE ON COGNITIVE INFOCOMMUNICATIONS (COGINFOCOM), 2013, : 863 - 868
  • [4] Temporal modeling of facial actions from face profile image sequences
    Pantic, M
    Patras, I
    2004 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXP (ICME), VOLS 1-3, 2004, : 49 - 52
  • [5] Modeling temporal structure of complex actions using Bag-of-Sequencelets
    Jung, Hyun-Joo
    Hong, Ki-Sang
    PATTERN RECOGNITION LETTERS, 2017, 85 : 21 - 28
  • [6] Modeling Sub-Actions for Weakly Supervised Temporal Action Localization
    Huang, Linjiang
    Huang, Yan
    Ouyang, Wanli
    Wang, Liang
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021, 30 : 5154 - 5167
  • [7] Temporal resolution and temporal extent of orientation repulsion
    Nakamura, Tomoya
    Murakami, Ikuya
    VISION RESEARCH, 2022, 200
  • [8] THE TEMPORAL LOGIC OF ACTIONS
    LAMPORT, L
    ACM TRANSACTIONS ON PROGRAMMING LANGUAGES AND SYSTEMS, 1994, 16 (03): : 872 - 923
  • [9] Unsupervised Temporal Segmentation of Repetitive Human Actions Based on Kinematic Modeling and Frequency Analysis
    Wang, Qifei
    Kurillo, Gregorij
    Ofli, Ferda
    Bajcsy, Ruzena
    2015 INTERNATIONAL CONFERENCE ON 3D VISION, 2015, : 562 - 570
  • [10] TEMPORAL COORDINATION IN BIMANUAL ACTIONS
    WIESENDANGER, M
    KALUZNY, P
    KAZENNIKOV, O
    PALMERI, A
    PERRIG, S
    CANADIAN JOURNAL OF PHYSIOLOGY AND PHARMACOLOGY, 1994, 72 (05) : 591 - 594