The Combination of Artificial Intelligence and Extended Reality: A Systematic Review

被引:22
|
作者
Reiners, Dirk [1 ]
Davahli, Mohammad Reza [2 ]
Karwowski, Waldemar [2 ]
Cruz-Neira, Carolina [1 ]
机构
[1] Univ Cent Florida, Dept Comp Sci, Orlando, FL USA
[2] Univ Cent Florida, Dept Ind Engn & Management Syst, Orlando, FL 32816 USA
来源
关键词
artificial intelligence; extended reality; learning environment; autonomous cars; robotics; VIRTUAL-REALITY; SIMULATION; DIAGNOSIS; METRICS; GAME;
D O I
10.3389/frvir.2021.721933
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Artificial intelligence (AI) and extended reality (XR) differ in their origin and primary objectives. However, their combination is emerging as a powerful tool for addressing prominent AI and XR challenges and opportunities for cross-development. To investigate the AI-XR combination, we mapped and analyzed published articles through a multi-stage screening strategy. We identified the main applications of the AI-XR combination, including autonomous cars, robotics, military, medical training, cancer diagnosis, entertainment, and gaming applications, advanced visualization methods, smart homes, affective computing, and driver education and training. In addition, we found that the primary motivation for developing the AI-XR applications include 1) training AI, 2) conferring intelligence on XR, and 3) interpreting XR- generated data. Finally, our results highlight the advancements and future perspectives of the AI-XR combination.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] Integrating Biofeedback and Artificial Intelligence into eXtended Reality Training Scenarios: A Systematic Literature Review
    Blackmore, Karen L.
    Smith, Shamus P.
    Bailey, Jacqueline D.
    Krynski, Benjamin
    [J]. SIMULATION & GAMING, 2024, 55 (03) : 445 - 478
  • [2] Augmented Reality Meets Artificial Intelligence in Robotics: A Systematic Review
    Bassyouni, Zahraa
    Elhajj, Imad H.
    [J]. FRONTIERS IN ROBOTICS AND AI, 2021, 8
  • [3] Augmented Reality, Virtual Reality and Artificial Intelligence in Orthopedic Surgery: A Systematic Review
    Longo, Umile Giuseppe
    De Salvatore, Sergio
    Candela, Vincenzo
    Zollo, Giuliano
    Calabrese, Giovanni
    Fioravanti, Sara
    Giannone, Lucia
    Marchetti, Anna
    De Marinis, Maria Grazia
    Denaro, Vincenzo
    [J]. APPLIED SCIENCES-BASEL, 2021, 11 (07):
  • [4] Systematic Review of Virtual Reality Solutions Employing Artificial Intelligence Methods
    de Oliveira, Taina R.
    da Silva, Matheus M.
    Spinasse, Rafael Antonio N.
    Ludke, Gabriel G.
    Gaudio, Mateus R. S.
    Gomes, Guilherme I. R.
    Cotini, Luan G.
    Vargens, Daniel S.
    Schimidt, Marcelo Q.
    Andreao, Rodrigo V.
    Mestria, Mario
    [J]. PROCEEDINGS OF SYMPOSIUM ON VIRTUAL AND AUGMENTED REALITY, SVR 2021, 2021, : 42 - 55
  • [5] When XR and AI Meet - A Scoping Review on Extended Reality and Artificial Intelligence
    Hirzle, Teresa
    Mueller, Florian
    Draxler, Fiona
    Schmitz, Martin
    Knierim, Pascal
    Hornbaek, Kasper
    [J]. PROCEEDINGS OF THE 2023 CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS, CHI 2023, 2023,
  • [6] eXtended Reality & Artificial Intelligence-Based Surgical Training: A Review of Reviews
    Pellegrino, Giulia
    Barba, Maria Cristina
    D'Errico, Giovanni
    Kucukkara, Muhammed Yusuf
    De Paolis, Lucio Tommaso
    [J]. EXTENDED REALITY, XR SALENTO 2023, PT I, 2023, 14218 : 345 - 355
  • [7] Cardiac Healthcare Digital Twins Supported by Artificial Intelligence-Based Algorithms and Extended Reality-A Systematic Review
    Rudnicka, Zofia
    Proniewska, Klaudia
    Perkins, Mark
    Pregowska, Agnieszka
    [J]. ELECTRONICS, 2024, 13 (05)
  • [8] Virtual Reality Solutions Employing Artificial Intelligence Methods: A Systematic Literature Review
    de Oliveira, Taina Ribeiro
    Rodrigues, Brenda Biancardi
    da Silva, Matheus Moura
    Spinasse, Rafael Antonio N.
    Ludke, Gabriel Giesen
    Soares Gaudio, Mateus Ruy
    Rocha Gomes, Guilherme Iglesias
    Cotini, Luan Guio
    Vargens, Daniel da Silva
    Schimidt, Marcelo Queiroz
    Andreao, Rodrigo Varejao
    Mestria, Mario
    [J]. ACM COMPUTING SURVEYS, 2023, 55 (10)
  • [9] You Can Handle, You Can Teach It: Systematic Review on the Use of Extended Reality and Artificial Intelligence Technologies for Online Higher Education
    Rangel-de Lazaro, Gizeh
    Duart, Josep M. M.
    [J]. SUSTAINABILITY, 2023, 15 (04)
  • [10] Artificial Intelligence, Computational Simulations, and Extended Reality in Cardiovascular Interventions
    Samant, Saurabhi
    Bakhos, Jules Joel
    Wu, Wei
    Zhao, Shijia
    Kassab, Ghassan S.
    Khan, Behram
    Panagopoulos, Anastasios
    Makadia, Janaki
    Oguz, Usama M.
    Banga, Akshat
    Fayaz, Muhammad
    Glass, William
    Chiastra, Claudio
    Burzotta, Francesco
    LaDisa, John F., Jr.
    Iaizzo, Paul
    Murasato, Yoshinobu
    Dubini, Gabriele
    Migliavacca, Francesco
    Mickley, Timothy
    Bicek, Andrew
    Fontana, Jason
    West, Nick E. J.
    Mortier, Peter
    Boyers, Pamela J.
    Gold, Jeffrey P.
    Anderson, Daniel R.
    Tcheng, James E.
    Windle, John R.
    Samady, Habib
    Jaffer, Farouc A.
    Desai, Nihar R.
    Lansky, Alexandra
    Mena-Hurtado, Carlos
    Abbott, Dawn
    Brilakis, Emmanouil S.
    Lassen, Jens Flensted
    Louvard, Yves
    Stankovic, Goran
    Serruys, Patrick W.
    Velazquez, Eric
    Elias, Pierre
    Bhatt, Deepak L.
    Dangas, George
    Chatzizisis, Yiannis S.
    [J]. JACC-CARDIOVASCULAR INTERVENTIONS, 2023, 16 (20) : 2479 - 2497