TY - JOUR
T1 - Mosaic gradient histogram for object tracking in DoFP infrared polarization imaging
AU - Qiao, Xinbo
AU - Zhao, Yongqiang
AU - Chen, Lulu
AU - Kong, Seong G.
AU - Cheung-Wai Chan, Jonathan
N1 - Publisher Copyright:
© 2022 International Society for Photogrammetry and Remote Sensing, Inc. (ISPRS)
PY - 2022/12
Y1 - 2022/12
N2 - This paper presents Mosaic Gradient Histogram (MGH), a feature descriptor for real-time object tracking in the video captured using Division of Focal Plane (DoFP) infrared polarization imagers. DoFP images should be demosaiced to interpolate missing polarization parameters. However, demosaicing of DoFP video is often time-consuming and subject to errors that can be amplified in the interpolation of polarization parameters. MGH encodes the spatial and polarization information into Spatial-Polarization Gradient Map (SPGM) for real-time object tracking without the need of demosaicing. Experiment results demonstrate that the proposed MGH feature descriptor outperforms conventional feature descriptors such as HOG, SIFT, HSOG, SSMHOG, LBP, and Grayscale for object tracking in DoFP infrared polarization imaging in terms of performance metrics like center accuracy and overlap precision.
AB - This paper presents Mosaic Gradient Histogram (MGH), a feature descriptor for real-time object tracking in the video captured using Division of Focal Plane (DoFP) infrared polarization imagers. DoFP images should be demosaiced to interpolate missing polarization parameters. However, demosaicing of DoFP video is often time-consuming and subject to errors that can be amplified in the interpolation of polarization parameters. MGH encodes the spatial and polarization information into Spatial-Polarization Gradient Map (SPGM) for real-time object tracking without the need of demosaicing. Experiment results demonstrate that the proposed MGH feature descriptor outperforms conventional feature descriptors such as HOG, SIFT, HSOG, SSMHOG, LBP, and Grayscale for object tracking in DoFP infrared polarization imaging in terms of performance metrics like center accuracy and overlap precision.
KW - Division of focal plane imaging
KW - Feature extraction
KW - Infrared Polarization imaging
KW - Mosaic gradient Histogram
KW - Object tracking
UR - http://www.scopus.com/inward/record.url?scp=85140301107&partnerID=8YFLogxK
U2 - 10.1016/j.isprsjprs.2022.10.006
DO - 10.1016/j.isprsjprs.2022.10.006
M3 - 文献综述
AN - SCOPUS:85140301107
SN - 0924-2716
VL - 194
SP - 108
EP - 118
JO - ISPRS Journal of Photogrammetry and Remote Sensing
JF - ISPRS Journal of Photogrammetry and Remote Sensing
ER -