Video Processing and Analysis

Video Processing and Analysis

Key word: object tracking, video object detection, video semantic segmentation, etc.

DataSet

The UAVid Dataset for Video Semantic Segmentation .
Y. Lyu, G. Vosselman, G.-S. Xia, A. Yilmaz, M. Yang.
ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 165, pp. 108-119, 2020.
[paper] [Project Page]

Methods

Object Tracking in Satellite Videos by Improved Correlation Filters With Motion Estimations .
S. Xuan, S. Li, M. Han, X. Wan, G.-S. Xia.
IEEE Trans. on Geoscience and Remote Sensing (TGRS), Vol. 58, No. 2, pp.1074-1086, 2020.
[paper]

Video Object Detection with A Convolutional Regression Tracker .
Y. Lyu, M. Ying Yang, G, Vosselman, G.-S. Xia.
ISPRS, J. Photogrammetry & Remote Sensing, in press.
[paper]

Siamese Networks with Distractor-reduction Method for Long-term Visual Object Tracking.
S. Xuan, S. Li, Z. Zhao, L. Kou, Z. Zhou, G.-S. Xia.
Pattern Recognition (PR), Vol.112, No.4, 107698, 2021.
[paper]

Visual object tracking by correlation filters and online learning .
X. Zhang, G.-S. Xia, Q. Lu, W. Shen, L. Zhang.
ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 140, pp. 77-89, 2018.
[paper]

Multi-object tracking with inter-feedback between detection and tracking .
S. Tian, F. Yuan, G.-S. Xia.
Neurocomputing, Vol.171, pp.768-780, 2015.
[paper]

Accurate Object Tracking by Combining Correlation Filters and Keypoint.
X. Zhang, Z. Wang, Xia, G.-S. Xia, L. Zhang.
IEEE World Congress on Computational Intelligence(WCCI): Vancouver, Canada, 2016.
[paper]

LIP: Learning Instance Propagation for Video Object Segmentation .
Y. Lyu, G. Vosselman, G.-S. Xia, M. Y. Yang.
IEEE International Conference on Computer Vision Workshops (ICCV Workshop), 2019.
[paper]