走向视觉接地:一项调查
IEEE transactions on pattern analysis and machine intelligence
|November 7, 2025
概括
该调查提供了视觉接地的全面概述,这是一项将文本表达式与图像区域相连接的任务. 它涵盖了这个快速发展的领域的最新进展,数据集,应用程序和未来研究方向.
科学领域:
- 计算机视觉 计算机视觉
- 自然语言处理自然语言处理.
- 人工智能的人工智能
背景情况:
- 视觉接地将文本描述与特定的图像区域连接起来.
- 它模拟了类似人类的多式联络理解能力.
- 最近的进展包括接地预培训和多式联络法学士.
研究的目的:
- 提供对视觉接地进行全面的调查.
- 标准化研究环境,促进公平的比较.
- 激发未来的研究和基准开发.
主要方法:
- 系统地追踪和总结进展情况.
- 研究环境的定义和组织.
- 数据集的编制和比较分析.
主要成果:
- 识别新兴概念,如通用和千兆像素接地.
- 对当前数据集的分析和性能预测.
- 突出显示高级主题和应用.
结论:
- 自2021年以来,视觉接地已经取得了重大进展.
- 提出了标准化的基准和未来的研究方向.
- 这项调查是各级研究人员的资源.
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