RBNSM: a New Method for Infrared Dim and Small Target Detection in Complex Backgrounds

Suzhen LIN; Haisong ZHANG; Xiaofei LU; Dawei LI; Yi LI

[1] GUAN X, ZHANG L, HUANG S, et al. Infrared small target detection via non-convex tensor rank surrogate joint local contrast energy[J]. Remote Sensing, 2020, 12(9): 1520.

[2] LU R, YANG Xiaogang, LI W, et al. Robust infrared small target detection via multidirectional derivative-based weighted contrast measure[J]. IEEE Geoscience and Remote Sensing Letters, 2020, 1(1): 1-5.

[3] ZHANG L, LIN Z. Infrared small target detection based on anisotropic contrast filter[C]//2020 IEEE 5th International Conference on Signal and Image Processing (ICSIP). IEEE, 2020: 70-73.

[4] SUN Y, YANG J, AN W. Infrared dim and small target detection via multiple subspace learning and spatial-temporal patch-tensor model[J]. IEEE Transactions on Geoscience and Remote Sensing, 2020(99): 1-16.

[5] GAO C, MENG D, YANG Y, et al. Infrared patch-image model for small target detection in a single image[J]. IEEE Transactions on Image Processing, 2013, 22(12): 4996-5009.

[7] DAI Y, WU Y, ZHOU F, et al. Attentional local contrast networks for infrared small target detection[J]. IEEE Transactions on Geoscience and Remote Sensing, 2021(99): 1-12.

[8] LIN S, HAN Z, LI D, et al. Integrating model-and data-driven methods for synchronous adaptive multi-band image fusion[J]. Information Fusion, 2020, 54: 145-160.

[10] WANG H, ZHOU L, WANG L. Miss detection vs. false alarm: Adversarial learning for small object segmentation in infrared images[C]//Proceedings of the IEEE/CVF International Conference on Computer Vision, 2019: 8509-8518.

[11] DAI Y, WU Y, ZHOU F, et al. Asymmetric contextual modulation for infrared small target detection[C]//Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV). 2021: 950-959.

[12] LI B, XIAO C, WANG L, et al. Dense Nested Attention Network for Infrared Small Target Detection[J/OL]. arXiv preprint arXiv: 2 106.00487, 2021.

[13] ZHAO M, CHENG L, YANG X , et al. TBC-Net: A real-time detector for infrared small target detection using semantic constraint[J/OL]. Computer Vision and Pattern Recognition, 2019. https: //arxiv.org/ abs/2001.05852.

[14] NIE Y, LI W, ZHAO M, et al. Infrared small target detection in image sequences based on temporal low-rank and sparse decomposition[C]//Proc. SPIE, Twelfth International Conference on Graphics and Image Processing, 2021: 11720A.

[16] ZHANG T, WU H, LIU Y, et al. Infrared small target detection based on non-convex optimization with lp-norm constraint[J]. Remote Sensing, 2019, 11(5): 559.

[17] ZHANG L, PENG Z. Infrared Small Target Detection Based on Partial Sum of the Tensor Nuclear Norm[J]. Remote Sensing, 2019, 11(4): 382.

[18] ZHANG Tianfang, PENG Zhenming, WU Hao, et al. Infrared small target detection via self-regularized weighted sparse model[J]. Neurocomputing, 2021, 420: 124-148.

[19] CHEN C L P, LI H, WEI Y, et al. A local contrast method for small infrared target detection[C]//IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(1): 574-581. Doi: 10.1109/TGRS.2013. 2242477.

[21] WEI Y T, YOU X G, LI H. Multiscale patch-based contrast measure for small infrared target detection[J]. Pattern Recogn., 2016, 58: 216-226.

[22] SHI Y F, WEI Y T, YAO H, et al. High-boost-based multiscale local contrast measure for infrared small target detection[J]. IEEE Geoscience and Remote Sensing Letters, 2018, 15: 33-37.

[23] HAN JH, LIANG K, ZHOU B, et al. Infrared small target detection utilizing the multiscale relative local contrast measure[J]. IEEE Geosci. Remote Sens. Lett., 2018, 15: 612-616.

[24] XIA C, LI X, ZHAO L, et al. Infrared small target detection based on multiscale local contrast measure using local energy factor[J]. IEEE Geoscience and Remote Sensing Letters, 2020, 17(1): 157-161.

[25] HAN J, Moradi S, Faramarzi I, et al. A local contrast method for infrared small-target detection utilizing a tri-layer window[J]. IEEE Geoscience and Remote Sensing Letter, 2020, 17(10): 1822-1826

[26] DENG H, SUN X, LIU M, et al. Infrared small-target detection using multiscale gray difference weighted image entropy[J]. IEEE Transactions on Aerospace and Electronic Systems, 2016, 52(1): 60-72.

[27] HUANG S, LIU Y, HE Y, et al. Structure-adaptive clutter suppression for infrared small target detection: chain-growth filtering[J]. Remote Sensing, 2020, 12(1): 47-69.