@article{ART003212707},
author={Jung-Min Song},
title={CSRDCF_BD: Adaptive Spatial Mask Refinement for Visual Tracking via Bhattacharyya Distance},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2025},
volume={30},
number={6},
pages={119-129}
TY - JOUR
AU - Jung-Min Song
TI - CSRDCF_BD: Adaptive Spatial Mask Refinement for Visual Tracking via Bhattacharyya Distance
JO - Journal of The Korea Society of Computer and Information
PY - 2025
VL - 30
IS - 6
PB - The Korean Society Of Computer And Information
SP - 119
EP - 129
SN - 1598-849X
AB - This paper proposes CSRDCF_BD, a novel extension of the CSRDCF tracker that addresses the limitations of spatial reliability modeling through adaptive filtering based on the Bhattacharyya Distance.
The proposed method dynamically adjusts the weighting of binary masks by measuring histogram similarity between the foreground and background regions. This enables more robust filter learning under challenging visual conditions such as occlusion, background clutter, and illumination variation.
Quantitative evaluations on the OTB100 and VisDrone benchmarks demonstrate that CSRDCF_BD consistently outperforms the baseline CSRDCF and other state-of-the-art trackers in terms of both precision and success rate. Furthermore, CSRDCF_BD exhibits superior temporal stability, as evidenced by its performance across attribute-specific and sequence-level analyses. These results confirm that refined spatial reliability modeling combined with adaptive filtering strategies can significantly enhance the robustness and generalization capability of correlation filter-based object tracking systems.
KW - Object Tracking;Correlation Filter;Spatial Mask Reliability;Bhattacharyya Distance;Adaptive Filtering
DO -
UR -
ER -
Jung-Min Song. (2025). CSRDCF_BD: Adaptive Spatial Mask Refinement for Visual Tracking via Bhattacharyya Distance. Journal of The Korea Society of Computer and Information, 30(6), 119-129.
Jung-Min Song. 2025, "CSRDCF_BD: Adaptive Spatial Mask Refinement for Visual Tracking via Bhattacharyya Distance", Journal of The Korea Society of Computer and Information, vol.30, no.6 pp.119-129.
Jung-Min Song "CSRDCF_BD: Adaptive Spatial Mask Refinement for Visual Tracking via Bhattacharyya Distance" Journal of The Korea Society of Computer and Information 30.6 pp.119-129 (2025) : 119.
Jung-Min Song. CSRDCF_BD: Adaptive Spatial Mask Refinement for Visual Tracking via Bhattacharyya Distance. 2025; 30(6), 119-129.
Jung-Min Song. "CSRDCF_BD: Adaptive Spatial Mask Refinement for Visual Tracking via Bhattacharyya Distance" Journal of The Korea Society of Computer and Information 30, no.6 (2025) : 119-129.
Jung-Min Song. CSRDCF_BD: Adaptive Spatial Mask Refinement for Visual Tracking via Bhattacharyya Distance. Journal of The Korea Society of Computer and Information, 30(6), 119-129.
Jung-Min Song. CSRDCF_BD: Adaptive Spatial Mask Refinement for Visual Tracking via Bhattacharyya Distance. Journal of The Korea Society of Computer and Information. 2025; 30(6) 119-129.
Jung-Min Song. CSRDCF_BD: Adaptive Spatial Mask Refinement for Visual Tracking via Bhattacharyya Distance. 2025; 30(6), 119-129.
Jung-Min Song. "CSRDCF_BD: Adaptive Spatial Mask Refinement for Visual Tracking via Bhattacharyya Distance" Journal of The Korea Society of Computer and Information 30, no.6 (2025) : 119-129.
