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A Comprehensive Review for Typical Applications Based Upon Unmanned Aerial Vehicle Platform

  • Yuqi Han
  • , Huaping Liu
  • , Yufeng Wang
  • , Chunlei Liu*
  • *Corresponding author for this work
  • Tsinghua University
  • Beihang University

Research output: Contribution to journalReview articlepeer-review

Abstract

Unmanned aerial vehicles (UAVs) have been widely applied in military and civilian fields due to their flexibility and effectiveness. As a vital component of UAVs, the vision system has taken on great significance in different applications (e.g., autonomous landing, traffic surveillance, and disaster rescue) to attract widespread attention in recent years. Therefore, the automatic understanding of visual data collected from these air platforms becomes urgently needed in UAV systems. In this review, we revisit and summarize the recent techniques and developments for several typical UAV applications, including object detection, object tracking, and semantic segmentation. In addition, we also highlight the difficulties and subsequent orientations from different perspectives, which may stimulate future research and applications in the UAV vision era.

Original languageEnglish
Pages (from-to)9654-9666
Number of pages13
JournalIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Volume15
DOIs
Publication statusPublished - 2022
Externally publishedYes

Keywords

  • Object detection
  • object tracking
  • semantic seg-mentation
  • unmanned aerial vehicles (UAV)

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