Some Challenges and Solutions in Data-Driven AI
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 12 - Chapter in an edited book (Author) › peer-review
Author(s)
Related Research Unit(s)
Detail(s)
Original language | English |
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Title of host publication | Computer Vision |
Subtitle of host publication | Challenges, Trends, and Opportunities |
Editors | Md Atiqur Rahman Ahad, Upal Mahbub, Matthew Turk, Richard Hartley |
Place of Publication | New York |
Publisher | Chapman and Hall/CRC |
Chapter | 1 |
Pages | 1-17 |
ISBN (electronic) | 9781003328957 |
ISBN (print) | 9781032317052, 9781032358437 |
Publication status | Published - 2025 |
Publication series
Name | Chapman & Hall/CRC Computer Vision |
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Link(s)
Abstract
Owing to the availability of massive amounts of multimodal data and the reemergence of neural network-based methods, data-driven artificial intelligence (AI) appears to be on the verge of becoming the dominant technology of the future. While this development has basically shaken many established fields such as computer vision, defense, medicine, natural language processing, robotics, and smart transportation, data-driven AI has also raised many concerns about robustness, vulnerability to adversarial attacks, and bias. In this chapter, we discuss the challenges posed by these issues and present a summary of recent research efforts that address them.
Bibliographic Note
Research Unit(s) information for this publication is provided by the author(s) concerned.
Citation Format(s)
Some Challenges and Solutions in Data-Driven AI. / Chellappa, Rama; Liu, Jiang; Lau, Chun Pong et al.
Computer Vision: Challenges, Trends, and Opportunities. ed. / Md Atiqur Rahman Ahad; Upal Mahbub; Matthew Turk; Richard Hartley. New York: Chapman and Hall/CRC, 2025. p. 1-17 (Chapman & Hall/CRC Computer Vision).
Computer Vision: Challenges, Trends, and Opportunities. ed. / Md Atiqur Rahman Ahad; Upal Mahbub; Matthew Turk; Richard Hartley. New York: Chapman and Hall/CRC, 2025. p. 1-17 (Chapman & Hall/CRC Computer Vision).
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 12 - Chapter in an edited book (Author) › peer-review