Skip to main navigation Skip to search Skip to main content

A Transmittance Optimization-based Framework for Image Dehazing on Multi-rotor Drones Imaging

  • Zonglin Li*
  • *Corresponding author for this work
  • Wuhan University of Technology

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

The imaging quality of images collected by multi-rotor drones determines its practical application effects. However, current image enhancement dehazing methods have problems such as being affected by depth information, high computational complexity, and artefacts in the restoration results. In this paper, based on the dark channel prior model, a tolerance mechanism is introduced in the transmittance estimation part. The total variation (TV) model constrained by the "1-norm is used to refine the transmittance estimation. In addition, to reduce our algorithm's calculation, we use down-sampling technology to reduce the original image to obtain the transmittance part. Then we calculate the transmittance of the small resolution image. In the end, we can generate the transmittance of the original image by interpolation. The experimental data processing results verify the effectiveness of our algorithm.

Original languageEnglish
Title of host publication2022 14th International Conference on Machine Learning and Computing, ICMLC 2022
PublisherAssociation for Computing Machinery
Pages550-554
Number of pages5
ISBN (Electronic)9781450395700
DOIs
StatePublished - 18 Feb 2022
Externally publishedYes
Event14th International Conference on Machine Learning and Computing, ICMLC 2022 - Virtual, Online, China
Duration: 18 Feb 202221 Feb 2022

Publication series

NameACM International Conference Proceeding Series

Conference

Conference14th International Conference on Machine Learning and Computing, ICMLC 2022
Country/TerritoryChina
CityVirtual, Online
Period18/02/2221/02/22

Keywords

  • "1-norm
  • Multi-rotor drones
  • dehazing
  • total variation
  • transmittance optimization

Fingerprint

Dive into the research topics of 'A Transmittance Optimization-based Framework for Image Dehazing on Multi-rotor Drones Imaging'. Together they form a unique fingerprint.

Cite this