A new optical flow estimation method in joint EO/IR video surveillance

Hong Man, Robert J. Holt, Jing Wang, Rainer Martini, Ravi Netravali, Iraban Mukherjee

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

Abstract

Electro-Optical (EO) and Infra-Red (IR) sensors have been jointly deployed in many surveillance systems. In this work we study the special characteristics of optical flow in IR imagery, and introduce an optical flow estimation method using co-registered EO and IR image frames. The basic optical flow calculation is based on the combined local and global (CLG) method (Bruhn, Weickert and Schnorr, 2002), which seeks solutions that simultaneously satisfy a local averaged brightness constancy constraint and a global flow smoothness constraint. While CLG method can be directly applied to IR image frames, the estimated optical flow fields usually manifest high level of random motions caused by thermal noise. Furthermore, IR sensors operating at different wavelengths, e.g. meddle-wave infrared (MWIR) and long-wave infrared (LWIR), may yield inconsistent motions in optical flow estimation. Because of the availability of both EO and IR sensors in many practical scenarios, we propose to estimate optical flow jointly using both EO and IR image frames. This method is able to take advantage of the complementary information offered by these two imaging modalities. The joint optical flow calculation fuses the motion fields from EO and IR images using a cross-regularization mechanism and a non-linear flow fusion model which aligns the estimated motions based on neighbor activities. Experiments performed on the OTCBVS dataset demonstrated that the proposed approach can effectively eliminate many unimportant motions, and significantly reduce erroneous motions, such as sensor noise.

Original languageEnglish (US)
Title of host publicationInfrared Imaging Systems
Subtitle of host publicationDesign, Analysis, Modeling, and Testing XVIII
DOIs
StatePublished - 2007
Externally publishedYes
EventInfrared Imaging Systems: Design, Analysis, Modeling, and Testing XVIII - Orlando, FL, United States
Duration: Apr 11 2007Apr 13 2007

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume6543
ISSN (Print)0277-786X

Conference

ConferenceInfrared Imaging Systems: Design, Analysis, Modeling, and Testing XVIII
Country/TerritoryUnited States
CityOrlando, FL
Period4/11/074/13/07

All Science Journal Classification (ASJC) codes

  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics
  • Computer Science Applications
  • Applied Mathematics
  • Electrical and Electronic Engineering

Keywords

  • Infrared imaging
  • Multi-sensor fusion
  • Multimodal imagery
  • Optical flow
  • Visual surveillance

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