Trends, Applications, and Challenges in Human Attention Modelling

被引:0
|
作者
Cartella, Giuseppe [1 ]
Cornia, Marcella [1 ]
Cuculo, Vittorio [1 ]
D'Amelio, Alessandro [2 ]
Zanca, Dario [3 ]
Boccignone, Giuseppe [2 ]
Cucchiara, Rita [1 ]
机构
[1] Univ Modena & Reggio Emilia, Modena, Italy
[2] Univ Milan, Milan, Italy
[3] Friedrich Alexander Univ Erlangen Nurnberg, Erlangen, Germany
来源
PROCEEDINGS OF THE THIRTY-THIRD INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, IJCAI 2024 | 2024年
关键词
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
Human attention modelling has proven, in recent years, to be particularly useful not only for understanding the cognitive processes underlying visual exploration, but also for providing support to artificial intelligence models that aim to solve problems in various domains, including image and video processing, vision-and-language applications, and language modelling. This survey offers a reasoned overview of recent efforts to integrate human attention mechanisms into contemporary deep learning models and discusses future research directions and challenges. For a comprehensive overview of the ongoing research, refer to our dedicated repository available at https://github.com/aimagelab/awesome-human-visual-attention.
引用
收藏
页码:7971 / 7979
页数:9
相关论文
共 50 条
  • [1] Simulation modelling in healthcare: Challenges and trends
    Almagooshi, Sulaf
    6TH INTERNATIONAL CONFERENCE ON APPLIED HUMAN FACTORS AND ERGONOMICS (AHFE 2015) AND THE AFFILIATED CONFERENCES, AHFE 2015, 2015, 3 : 301 - 307
  • [2] Challenges and trends for geological modelling and visualisation
    A. Keith Turner
    Bulletin of Engineering Geology and the Environment, 2006, 65 : 109 - 127
  • [3] Challenges and trends for geological modelling and visualisation
    Turner, A. Keith
    BULLETIN OF ENGINEERING GEOLOGY AND THE ENVIRONMENT, 2006, 65 (02) : 109 - 127
  • [4] Terahertz applications: trends and challenges
    Robin, Thierry
    Bouye, Clementine
    Cochard, Jacques
    TERAHERTZ, RF, MILLIMETER, AND SUBMILLIMETER-WAVE TECHNOLOGY AND APPLICATIONS VII, 2014, 8985
  • [5] Modelling human attention and emotions
    Taylor, JG
    Fragopanagos, N
    2004 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, PROCEEDINGS, 2004, : 501 - 506
  • [6] A Systematic Review of Metaheuristic Algorithms in Human Activity Recognition: Applications, Trends, and Challenges
    Kisoi, John Deutero
    Yusup, Norfadzlan
    Junaini, Syahrul Nizam
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2025, 16 (02) : 731 - 742
  • [7] Trends and challenges in the industrial applications of KDD
    Uthurusamy, R
    ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, 2003, 2637 : 14 - 14
  • [8] Cascade laser applications: trends and challenges
    d'Humieres, B.
    Margoto, Eric
    Fazilleau, Yves
    NOVEL IN-PLANE SEMICONDUCTOR LASERS XV, 2016, 9767
  • [9] Internet of Things: Trends, Challenges and Applications
    Yeo, Kiat Seng
    Chian, Mojy Curtis
    Ng, Tony Chon Wee
    Do Anh Tuan
    2014 14TH INTERNATIONAL SYMPOSIUM ON INTEGRATED CIRCUITS (ISIC), 2014, : 568 - 571
  • [10] Additive manufacturing: Challenges, trends, and applications
    Abdulhameed, Osama
    Al-Ahmari, Abdulrahman
    Ameen, Wadea
    Mian, Syed Hammad
    ADVANCES IN MECHANICAL ENGINEERING, 2019, 11 (02)