Object Detection in 20 Years: A Survey
University of Michigan · Beihang University · +2 more institutions
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,…
Citation impact
- FWCI
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- Percentile
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- References
- 396
Authors
5Topics & keywords
- Milestone
- Object detection
- Computer science
- Perspective (graphical)
- Field (mathematics)
- Artificial intelligence
- Object (grammar)
- State (computer science)
- Sustainable cities and communities