preprintarXiv (Cornell University)May 13, 2019GREEN OA

Object Detection in 20 Years: A Survey

University of Michigan · Beihang University · +2 more institutions

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Abstract

Object detection, as of one the most fundamental and challenging problems in computer vision, has received great attention in recent years. Over the past two decades, we have seen a rapid technological evolution of object detection and its profound impact on the entire computer vision field. If we consider today's object detection technique as a revolution driven by deep learning, then back in the 1990s, we would see the ingenious thinking and long-term perspective design of early computer vision. This paper extensively reviews this fast-moving research field in the light of technical evolution, spanning over a quarter-century's time (from the 1990s to 2022). A number of topics have been covered in this paper,…

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Authors

5

Topics & keywords

Keywords
  • Milestone
  • Object detection
  • Computer science
  • Perspective (graphical)
  • Field (mathematics)
  • Artificial intelligence
  • Object (grammar)
  • State (computer science)
UN Sustainable Development Goals
  • Sustainable cities and communities
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