Hyperspectral Target Tracking Based on Environmental Residual-Aware Multi-Regularized Correlation Filter

Xiaoqing Tian; Bao Liu; Qiang Guo; Hongguang Pan

doi:10.3788/AOS241923

Acta Optica Sinica, Volume. 45, Issue 9, 0910003(2025)

Hyperspectral Target Tracking Based on Environmental Residual-Aware Multi-Regularized Correlation Filter

Xiaoqing Tian^1,2、*, Bao Liu^1,2, Qiang Guo^1,2, and Hongguang Pan^1,2

Author Affiliations

¹Xi’an Key Laboratory of Electrical Equipment Status Monitoring and Power Supply Safety, Xi’an 710054, Shaanxi , China

²School of Electrical and Control Engineering, Xi’an University of Science and Technology, Xi’an 710054, Shaanxi , China

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Figures & Tables(13)

Fig. 1. Overall flowchart of the proposed algorithm

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Fig. 2. Feature fusion based on false-color/three-band spectral images. (a) Original false-color image of frame 2 in L_car2 sequence; (b) feature extracted from three-band spectral image; (c) feature extracted from false-color image; (d) false-color/spectral image feature fusion

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Fig. 3. Performance comparisons of 5 tracking algorithms on HOTC2024. (a) Success rate plots; (b) precision plots

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Fig. 4. Performance comparisons of 5 tracking algorithms on the fast motion challenge of HOTC2024. (a) Success rate plots; (b) precision plots

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Fig. 5. Performance comparisons of 5 tracking algorithms on the scale variation challenge of HOTC2024. (a) Success rate plots; (b) precision plots

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Fig. 6. Performance comparisons of 5 tracking algorithms on IMEC25. (a) Success rate plots; (b) precision plots

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Fig. 7. Performance comparisons of 5 tracking algorithms on the fast motion challenge of IMEC25. (a) Success rate plots; (b) precision plots

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Fig. 8. Performance comparisons of 5 tracking algorithms on the scale variation challenge of IMEC25. (a) Success rate plots; (b) precision plots

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Fig. 9. Qualitative comparison results of three groups of videos in the HOTC2024 test sequence. (a) Droneshow2; (b) L_car2; (c) Officechair2

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Fig. 10. Two failure cases of the proposed algorithm in two sequences of HOTC2024. (a) pool2; (b) S_soccer4

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Table 1. FPS comparisons of 5 tracking algorithms on HOTC2024 (highlight the optimal value in bold)
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Table 1. FPS comparisons of 5 tracking algorithms on HOTC2024 (highlight the optimal value in bold)
Algorithm Ours MHT TSCFW DeepKCF MRCF
FPS 8.82 5.26 9.05 31.40 13.68

Table 2. Precision and success rate of ablation experiments on HOTC2024 (highlight the optimal value in bold)
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Table 2. Precision and success rate of ablation experiments on HOTC2024 (highlight the optimal value in bold)
Algorithm MRCF MRCF+ERA MRCF+FC Ours
Precision /% 14.24 50.40 52.22 54.30
Success rate /% 9.44 36.12 37.09 37.87

Table 3. Precision and success rate of ablation experiments on IMEC25 (highlight the optimal value in bold)
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Table 3. Precision and success rate of ablation experiments on IMEC25 (highlight the optimal value in bold)
Algorithm MRCF MRCF+ERA MRCF+FC Ours
Precision /% 50.13 79.50 49.48 81.83
Success rate /% 34.16 59.31 31.85 61.17

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Xiaoqing Tian, Bao Liu, Qiang Guo, Hongguang Pan. Hyperspectral Target Tracking Based on Environmental Residual-Aware Multi-Regularized Correlation Filter[J]. Acta Optica Sinica, 2025, 45(9): 0910003

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Paper Information

Category: Image Processing

Received: Dec. 24, 2024

Accepted: Mar. 10, 2025

Published Online: May. 16, 2025

The Author Email: Xiaoqing Tian (tianxiaoqing2017@xust.edu.cn)

DOI:10.3788/AOS241923

CSTR:32393.14.AOS241923

Topics

laser devices and laser physics

Lasers and Laser Optics

Laser physics

laser manufacturing

Instrumentation, Measurement and Metrology

Table 1. FPS comparisons of 5 tracking algorithms on HOTC2024 (highlight the optimal value in bold)

Table 1. FPS comparisons of 5 tracking algorithms on HOTC2024 (highlight the optimal value in bold)

Table 2. Precision and success rate of ablation experiments on HOTC2024 (highlight the optimal value in bold)

Table 2. Precision and success rate of ablation experiments on HOTC2024 (highlight the optimal value in bold)

Table 3. Precision and success rate of ablation experiments on IMEC25 (highlight the optimal value in bold)

Table 3. Precision and success rate of ablation experiments on IMEC25 (highlight the optimal value in bold)