Jun-Gang YANG, Ting LIU, Yong-Xian LIU, Bo-Yang LI, Ying-Qian WANG, Wei-Dong SHENG, Wei AN. Infrared small target detection method based on nonconvex low-rank Tuck decomposition[J]. Journal of Infrared and Millimeter Waves, 2025, 44(2): 297

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- Journal of Infrared and Millimeter Waves
- Vol. 44, Issue 2, 297 (2025)

Fig. 1. The overall flow chart of the proposed method

Fig. 2. Comparison of ADMM algorithm and sGSADMM algorithm:(a)ADMM algorithm;(b)sGSADMM algorithm

Fig. 3. The convergence curve of the proposed method on Sequence 6

Fig. 4. The qualitative experimental results of the proposed method and eight compared methods on Sequences 1-3(red rectangular box represents targets,blue oval represents background clutters and false alarm)

Fig. 5. The qualitative experimental results of the proposed method and eight compared methods on Sequences 4-6(where red rectangular box represents targets,blue oval represents background clutters and false alarm)

Fig. 6. 3D ROC curves for the proposed method and compared methods on Sequences 1-6. Each row from left to right represents 3D ROC,2D ROC ,2D ROC ,2D ROC
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Table 0. [in Chinese]
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Table 1. AUC metrics for different L and H values in sequence 1
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Table 2. Evaluation of detection performance of different methods on Sequences 1-6.
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Table 3. Performance evaluation related to ablation experiments
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Table 4. Time comparison of the proposed method and compared methods in six scenes.

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