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Applications of AI in Computer Vision and NLP 人工智能在计算机视觉和自然语言处理中的应用
Pub Date : 2023-09-30 DOI: 10.47363/jaicc/2023(2)128
Suresh Babu Rajasekaran
Computer vision and language AI (or speech AI) are two rapidly growing fields that have the potential to revolutionize the way when interacted with technology. When it comes to artificial intelligence, there are two main branches: computer vision, which focuses on visual data, and language AI (or voice AI), which focuses on both written and spoken language. The purpose of this research is to offer a snapshot of where things stand in this area right now, highlighting recent research and key findings in both computer vision and language AI (or speech AI). The literature review will focus on the most recent advancements and trends in these fields, as well as identify gaps in the literature that need further research.
计算机视觉和语言人工智能(或语音人工智能)是两个快速发展的领域,它们有可能彻底改变与技术互动的方式。说到人工智能,有两个主要分支:专注于视觉数据的计算机视觉和专注于书面和口头语言的语言AI(或语音AI)。本研究的目的是提供该领域目前的概况,重点介绍计算机视觉和语言人工智能(或语音人工智能)方面的最新研究和主要发现。文献综述将侧重于这些领域的最新进展和趋势,以及确定文献中需要进一步研究的空白。
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引用次数: 0
Literature Review: Recent Advances in Computer Vision and Language AI 文献综述:计算机视觉和语言人工智能的最新进展
Pub Date : 2023-09-30 DOI: 10.47363/jaicc/2023(2)131
Suresh Babu Rajasekaran
This comprehensive literature review examines the latest breakthroughs in computer vision and natural language processing (NLP), two rapidly evolving fields with applications across search, human-computer interaction, robotics, and more. It synthesizes key findings, trends, limitations, and open challenges from cutting-edge research at their intersection. The dramatic progress driven by deep neural networks is analysed in depth, along with issues like generalization, context handling, reasoning, uncertainty, and human-centric evaluation. Although remarkable advances have been made, especially in computer vision, core problems remain to be addressed. This review provides a thorough overview of the state-of-the-art, reflecting the most recent innovations, and promising future directions in this dynamic research domain.
这篇全面的文献综述考察了计算机视觉和自然语言处理(NLP)的最新突破,这两个快速发展的领域在搜索、人机交互、机器人等领域的应用。它综合了前沿研究的关键发现、趋势、限制和开放挑战。深入分析了由深度神经网络驱动的巨大进步,以及诸如泛化,上下文处理,推理,不确定性和以人为中心的评估等问题。尽管已经取得了显著的进步,特别是在计算机视觉方面,但核心问题仍有待解决。这篇综述提供了最先进的全面概述,反映了这个动态研究领域的最新创新,并展望了未来的发展方向。
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引用次数: 0
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Journal of Artificial Intelligence & Cloud Computing
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