Citation: | DU Nini, SHAN Kaidong, WEI Shasha. LPformer: Laplacian Pyramid Multi-Level Transformer for Infrared Small Target Detection[J]. Infrared Technology , 2023, 45(6): 630-638. |
[1] |
LI Z M, Mei L F, Song M. A survey on infrared weak small target detection method[C]//Advanced Materials Research, 2014, 945: 1558-1560.
|
[2] |
贺顺, 谢永妮, 杨志伟, 等. 基于IHBF的增强局部对比度红外小目标检测方法[J]. 红外技术, 2022, 44(11): 1132-1138. http://hwjs.nvir.cn/article/id/0f2609dc-79df-467e-ac1d-4d5f888850d1
HE Shun, XIE Yongni, YANG Zhiwei, et al. IHBF-based enhanced local contrast measure method for infrared small target detection[J]. Infrared Technology, 2022, 44(11): 1132-1138. http://hwjs.nvir.cn/article/id/0f2609dc-79df-467e-ac1d-4d5f888850d1
|
[3] |
李飚, 徐智勇, 王琛, 等. 基于自适应梯度倒数滤波红外弱小目标场景背景抑制[J]. 光电工程, 2021, 48(8): 47-58. https://www.cnki.com.cn/Article/CJFDTOTAL-GDGC202108004.htm
LI B, XU Z Y, WANG C, et al. Background suppression for infrared dim small target scene based on adaptive gradient reciprocal filtering[J]. Opto-Electron Eng. , 2021, 48(8): 47-58. https://www.cnki.com.cn/Article/CJFDTOTAL-GDGC202108004.htm
|
[4] |
聂青凤, 刘应杰, 梁赟. 基于稀疏约束神经网络的红外弱小目标检测技术[J]. 电光与控制, 2022, 29(8): 40-44. https://www.cnki.com.cn/Article/CJFDTOTAL-DGKQ202208008.htm
NEI Qingfeng, LIU Yingjie, LIANG Yun. Infrared dim target detection based on neural network model with sparsity constraint[J]. Electronics Optics & Control, 2022, 29(8): 40-44. https://www.cnki.com.cn/Article/CJFDTOTAL-DGKQ202208008.htm
|
[5] |
BAI Xiangzhi, ZHOU Fugen. Analysis of new top-hat transformation and the application for infrared dim small target detection[J]. Pattern Recognition, 2010, 43(6): 2145-2156. DOI: 10.1016/j.patcog.2009.12.023
|
[6] |
CL Philip CHEN, LI Hong, WEI Yantao, et al. A local contrast method for small infrared target detection[J]. IEEE Transactions on Geoscience and Remote Sensing, 2013, 52(1): 574-581.
|
[7] |
HAN Jinhui, Saed Moradi, Iman Faramarzi, et al. Infrared small target detection based on the weighted strengthened local contrast measure[J]. IEEE Geoscience and Remote Sensing Letters, 2020, 18(9): 1670-1674.
|
[8] |
HOU X, ZHANG L. Saliency detection: a spectral residual approach[C]//2007 IEEE Conference on Computer Vision and Pattern Recognition of IEEE, 2007: 1-8.
|
[9] |
DAI Yimian, WU Yiquan. Reweighted infrared patch-tensor model with both nonlocal and local priors for single-frame small target detection[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 2017, 10(8): 3752-3767. DOI: 10.1109/JSTARS.2017.2700023
|
[10] |
GAO Chenqiang, MENG Deyu, YANG Yi, 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. DOI: 10.1109/TIP.2013.2281420
|
[11] |
ZHANG Landan, PENG Lingbing, ZHANG Tianfang, et al. Infrared small target detection via non-convex rank approximation minimization joint l2, 1 norm[J]. Remote Sensing, 2018, 10(11): 1821 DOI: 10.3390/rs10111821
|
[12] |
ZHANG Landan, PENG Zhenming. Infrared small target detection based on partial sum of the tensor nuclear norm[J]. Remote Sensing, 2019, 11(4): 382. DOI: 10.3390/rs11040382
|
[13] |
XU Yonghui, ZHANG J A. Real-time detection algorithm for small space targets based on max-median filter[J]. Journal of Information and Computational Science, 2014, 11(4): 1047-1055. DOI: 10.12733/ jics20102961.
|
[14] |
谷雨, 张宏宇, 孙仕成. 融合多尺度分形注意力的红外小目标检测模型[J/OL]. 电子与信息学报: 1-10[2023-01-14]. http://kns.cnki.net/kcms/detail/11.4494.TN.20221107.0920.007.html.
GU Yu, ZHANG Hongyu, SUN Shicheng. Infrared small target detection model with multi-scale fractal attention[J/OL]. Journal of Electronics & Information Technology: 1-10[2023-01-14]. http://kns.cnki.net/kcms/detail/11.4494.TN.20221107.0920.007.html
|
[15] |
邵斌, 杨华, 朱斌, 等. 基于实时语义分割的红外小目标检测算法[J/OL]. 激光与光电子学进展: 1-15[2023-01-14]. http://kns.cnki.net/kcms/detail/31.1690.TN.20221031.1649.140.html.
SHAO Bin, YANG Hua, ZHU Bing, et al. Infrared small target detection algorithm based on real-time semantic segmentation[J/OL]. Laser & Optoelectronics Progress: 1-15[2023-01-14]. http://kns.cnki.net/kcms/detail/31.1690.TN.20221031.1649.140.html
|
[16] |
WANG Huan, ZHOU Luping, WANG Lei. Miss detection vs. false alarm: Adversarial learning for small object segmentation in infrared images[C]//Proceedings of 2019 IEEE/CVF International Conference on Computer Vision(ICCV), 2019: 8508-8517. DOI: http://dx.doi.org/10.1109/ICCV.2019.00860.
|
[17] |
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, 2021: 950-959.
|
[18] |
LI Boyang, XIAO Chao, WANG Longguang, et al. Dense nested attention network for infrared small target detection[J]. IEEE Transactions on Image Processing, 2022: DOI: 10.1109/TIP.2022.3199107.
|
[19] |
张传聪, 李范鸣, 饶俊民. 基于特征显著性融合的红外小目标检测[J]. 半导体光电, 2022, 43(4): 828-834. DOI:10.16818/j.issn1001-5868. 2022032901.
ZHANG Chuancong, LI Fanming, RAO Junmin. Infrared small target detection based on feature saliency fusion[J]. Semiconductor Optoelectronics, 2022, 43(4): 828-834. DOI:10.16818/j.issn1001-5868. 2022032901.
|
[20] |
王翔. 一种复杂海空背景下的红外小目标检测跟踪算法[J]. 光学与光电技术, 2022, 20(2): 113-119. DOI:10.19519/j.cnki.1672-3392. 2022.02.010.
WANG Xiang. A detecting and tracking algorithm for the infrared small targets under the complex sea-sky background[J]. Optics & Optoelectronic Technology, 2022, 20(2): 113-119. DOI:10.19519/j.cnki.1672-3392. 2022.02.010.
|
[21] |
薛锡瑞, 黄树彩, 马佳顺, 等. 基于局部熵参考预处理的RPCA红外小目标检测[J]. 红外技术, 2021, 43(7): 649-657. http://hwjs.nvir.cn/article/id/e8541151-1530-4561-ad38-42349b5da1b8
XUE Xirui. HUANG Shucai, MA Jiashun, et al. RPCA infrared small target detection based on local Entropy reference in preprocessing[J]. Infrared Technology, 2021, 43(7): 649-657. http://hwjs.nvir.cn/article/id/e8541151-1530-4561-ad38-42349b5da1b8
|
[22] |
朱硕雅, 杨德振, 贾鹏, 等. 时空联合红外小目标检测算法的设计与实现[J]. 激光与红外, 2021, 51(3): 388-392. https://www.cnki.com.cn/Article/CJFDTOTAL-JGHW202103023.htm
ZHU Shuoya, YANG Dezhen, JIA Peng, et al. Design and implementation of space-time combined infrared small target detection algorithm[J]. Laser and Infrared, 2021, 51(3): 388-392. https://www.cnki.com.cn/Article/CJFDTOTAL-JGHW202103023.htm
|
[23] |
CHEN G, WANG W, TAN S. IRST Former: a hierarchical vision transformer for infrared small target detection[J]. Remote Sensing, 2022, 14(14): 3258.
|
[24] |
高峰, 孟德森, 解正源, 等. 基于Transformer和动态3D卷积的多源遥感图像分类[J/OL]. 北京航空航天大学学报: 1-11[2023-01-14]. DOI: 10.13700/j.bh.1001-5965.2022.0397
GAO Feng, MENG Desen, XIE Zhengyuan, et al. Multi-source remote sensing image joint classification based on transformer and dynamic 3D-convolution[J/OL]. Journal of Beijing University of Aeronautics and Astronautics: 1-11[2023-01-14] (DOI: 10.13700/j.bh.1001-5965.2022).
|
[25] |
Jonnalagadda A, WANG W Y, Manjunath B S, et al. Foveater: foveated transformer for image classification[J/OL]. arXiv preprint arXiv: 2105.14173, (https://doi.org/10.48550/arXiv.2105.14173)
|
[26] |
HAN K, XIAO A, WU E, et al. Transformer in transformer[J]. Advances in Neural Information Processing Systems, 2021, 34: 15908-15919.
|
[27] |
Ronneberger O, Fischer P, Brox T. U-net: Convolutional networks for biomedical image segmentation[C]//International Conference on Medical image Computing and Computer-assisted Intervention, 2015: 234-241.
|
[28] |
WANG X, YU K, DONG C, et al. Recovering realistic texture in image super-resolution by deep spatial feature transform[C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2018: 606-615.
|
[29] |
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, 59(11): 9813-9824.
|
[30] |
HAN J, Moradi S, Faramarzi I, et al. Infrared small target detection based on the weighted strengthened local contrast measure[J]. IEEE Geoscience and Remote Sensing Letters, 2020, 18(9): 1670-1674.
|
[31] |
CHEN C L P, LI H, WEI Y, et al. A local contrast method for small infrared target detection[J]. IEEE Transactions on Geoscience and Remote Sensing, 2013, 52(1): 574-581.
|
[32] |
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.
|
[33] |
ZHANG L, PENG L, ZHANG T, et al. Infrared small target detection via non-convex rank approximation minimization joint l2, 1 norm[J]. Remote Sensing, 2018, 10(11): 1821.
|
[34] |
ZHANG L, PENG Z. Infrared small target detection based on partial sum of the tensor nuclear norm[J]. Remote Sensing, 2019, 11(4): 382.
|
[35] |
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, 59(5): 3737-3752.
|
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