Citation: | LI Mingxin, HUANG Yuancheng, JING Xia, SHI Mengqi. Hyperspectral RX Anomaly Detection Algorithm with Visual Attention Mechanism[J]. Infrared Technology , 2023, 45(4): 402-409. |
[1] |
赵春晖, 李晓慧, 王玉磊. 高光谱图像异常目标检测研究进展[J]. 电子测量与仪器学报, 2014, 28(8): 803-811. DOI: 10.13382/j.jemi.2014.08.001
ZHAO Chunhui, LI Xiaohui, WANG Yulei. Research progress of hyperspectral image anomaly target detection[J]. Journal of Electronic Measurement and Instrumentation, 2014, 28(8): 803-811. DOI: 10.13382/j.jemi.2014.08.001
|
[2] |
Reed I S, YU X. Adaptive multiple-band CFAR detection of an optical pattern with unknown spectral distribution[J]. IEEE Transactions on Acoustics Speech & Signal Processing, 1990, 38(10): 1760-1770.
|
[3] |
Ashton E A, Schaum A. Algorithms for the detection of sub-pixel targets in multispectral imagery[J]. Photogrammetric Engineering & Remote Sensing, 1998, 64(7): 723-731.
|
[4] |
Taitano Y, Geier B, Bauer K. A locally adaptable iterative RX detector[J]. EURASIP Journal on Advances in Signal Processing, 2010, 2010(1): 341908. DOI: 10.1155/2010/341908
|
[5] |
Molero J M, Garzón E M, García I, et al. Analysis and optimizations of global and local versions of the RX algorithm for anomaly detection in hyperspectral data[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2013, 6(2): 801-814. DOI: 10.1109/JSTARS.2013.2238609
|
[6] |
Kwon H, Nasrabadi N M. Kernel RX-algorithm: a nonlinear anomaly detector for hyperspectral imagery[J]. IEEE Transactions on Geoscience and Remote Sensing, 2005, 43(2): 388-397. DOI: 10.1109/TGRS.2004.841487
|
[7] |
徐超, 詹天明. 基于低秩全变差正则化的高光谱异常检测方法[J]. 计算机科学与探索, 2020, 14(12): 2140-2149. DOI: 10.3778/j.issn.1673-9418.2002003
XU Chao, ZHAN Tianming. Hyperspectral anomaly detection method based on low-rank full-variance regularization[J]. Computer Science and Exploration, 2020, 14(12): 2140-2149. DOI: 10.3778/j.issn.1673-9418.2002003
|
[8] |
CHEN Yi, Nasrabadi N M, Tran T D. Sparse representation for target detection in hyperspectral imagery[J]. IEEE Journal of Selected Topics in Signal Processing, 2011, 5(3): 629-640. DOI: 10.1109/JSTSP.2011.2113170
|
[9] |
SUN Weiwei, LIU Chun, LI Jialin, et al. Low-rank and sparse matrix decomposition-based anomaly detection for hyperspectral imagery[J]. Journal of Applied Remote Sensing, 2014, 8(1): 083641. DOI: 10.1117/1.JRS.8.083641
|
[10] |
XU Yang, WU Zebin, LI Jun, et al. Anomaly detection in hyperspectral images based on low-rank and sparse representation[J]. IEEE Transactions on Geoscience & Remote Sensing, 2016, 54(4): 1990-2000.
|
[11] |
LI Wei , DU Qian. Collaborative representation for hyperspectral anomaly detection[J]. IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(3): 1463-1474. DOI: 10.1109/TGRS.2014.2343955
|
[12] |
沈旭, 程小辉, 王新政. 结合视觉注意力机制基于尺度自适应局部对比度增强的红外弱小目标检测算法[J]. 红外技术, 2019, 41(8): 764-771. http://hwjs.nvir.cn/article/id/hwjs201908012
SHEN Xu, CHENG Xiaohui, WANG Xinzheng. Combined visual attention mechanism based on scale adaptive local contrast enhancement for infrared weak target detection algorithm[J]. Infrared Technology, 2019, 41(8): 764-771. http://hwjs.nvir.cn/article/id/hwjs201908012
|
[13] |
Itti L, Koch C, Niebur E. A model of saliency-based visual attention for rapid scene analysis[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1998, 20(11): 1254-1259. DOI: 10.1109/34.730558
|
[14] |
LIANG Jie, ZHOU Jun, BAI Xiao, et al. Salient object detection in hyperspectral imagery[C]//IEEE International Conference on Image Processing, 2014: 2393-2397.
|
[15] |
CAO Yan, ZHANG Jing, TIAN Qi, et al. Salient target detection in hyperspectral images using spectral saliency[C]//IEEE China Summit and International Conference on Signal and Information Processing, 2015: 1086-1090.
|
[16] |
刘嘉诚, 王爽, 刘伟华, 等. 显著性权重RX高光谱异常点检测[J]. 遥感学报, 2019, 23(3): 418-430. https://www.cnki.com.cn/Article/CJFDTOTAL-YGXB201903005.htm
LIU Jiacheng, WANG Shuang, LIU Weihua, et al. Significance weighting RX hyperspectral anomaly detection[J]. Journal of Remote Sensing, 2019, 23(3): 418-430. https://www.cnki.com.cn/Article/CJFDTOTAL-YGXB201903005.htm
|
[17] |
ZHAO Minghua, YUE Liqin, HU Jing, et al. Salient target detection in hyperspectral image based on visual attention[J/OL]. IET Image Processing, 2021, 15(11):https://doi.org/10.1049/ipr2.12197
.
|
[18] |
XIANG Pei, SONG Jiangluqi, QIN Hanlin, et al. Visual attention and background subtraction with adaptive weight for hyperspectral anomaly detection[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2021, 14: 2270-2283. DOI: 10.1109/JSTARS.2021.3052968
|
[19] |
ZHU Wei, LIU Jian, ZHU Mingyue, et al. Research on improved algorithm of DR image enhancement based on Gauss-Laplacian pyramid[J]. Chinese Journal of Medical Instrumentation, 2019, 43(1): 10-13. DOI: 10.3969/j.issn.1671-7104.2019.01.003
|
[20] |
纪磊, 张欣, 张丽梅, 等. 基于空谱加权近邻的高光谱图像分类算法[J]. 激光与光电子学进展, 2020, 57(6): 165-172. https://www.cnki.com.cn/Article/CJFDTOTAL-JGDJ202006017.htm
JI Lei, ZHANG Xin, ZHANG Limei, et al. Hyperspectral image classification algorithm based on null-spectrum weighted nearest neighbor[J]. Advances in Lasers and Optoelectronics, 2020, 57(6): 165-172. https://www.cnki.com.cn/Article/CJFDTOTAL-JGDJ202006017.htm
|
[21] |
WANG Qi, ZHANG Fahong, LI Xuelong. Optimal clustering framework for hyperspectral band selection[J]. IEEE Transactions on Geoscience and Remote Sensing, 2018, 56(10): 5910-5922.
|
[22] |
叶珍, 白璘, 何明一. 高光谱图像空谱特征提取综述[J]. 中国图象图形学报, 2021, 26(8): 1737-1763. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGTB202108003.htm
YE Zhen, BAI Lin, HE Meiyi. A review of hyperspectral image null spectrum feature extraction[J]. Chinese Journal of Graphics, 2021, 26(8): 1737-1763. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGTB202108003.htm
|
[23] |
汪家宝, 陈树新, 吴昊, 等. 采用平方根高斯核积分滤波的目标跟踪算法[J]. 西安交通大学学报, 2022, 56(4): 157-164. https://www.cnki.com.cn/Article/CJFDTOTAL-XAJT202204017.htm
WANG Jiabao, CHEN Shuxin, WU Hao, et al. A target tracking algorithm using square root Gaussian kernel integral filtering[J]. Journal of Xi'an Jiaotong University, 2022, 56(4): 157-164. https://www.cnki.com.cn/Article/CJFDTOTAL-XAJT202204017.htm
|
[24] |
黄远程, 钟燕飞, 赵野鹤, 等. 联合盲分解与稀疏表达的高光谱图像异常目标检测[J]. 武汉大学学报: 信息科学版, 2015, 40(9): 1144-1150. https://www.cnki.com.cn/Article/CJFDTOTAL-WHCH201509002.htm
HUANG Yuancheng, ZHONG Yanfei, ZHAO Yehe, et al. Joint blind decomposition and sparse expression for hyperspectral image anomaly target detection[J]. Journal of Wuhan University: Information Science Edition, 2015, 40(9): 1144-1150. https://www.cnki.com.cn/Article/CJFDTOTAL-WHCH201509002.htm
|
[25] |
KANG Xudong, ZHANG Xiangping, LI Shutao , et al. Hyperspectral anomaly detection with attribute and edge-preserving filters[J]. IEEE Transactions on Geoscience and Remote Sensing, 2017(10): 1-12.
|
[26] |
成宝芝, 杨桂花, 王凤嫔, 等. 基于低秩张量分解的高光谱RX异常目标检测算法[J]. 光学技术, 2022, 48(3): 379-384. https://www.cnki.com.cn/Article/CJFDTOTAL-GXJS202203020.htm
CHENG Baozhi, YANG Guihua, WANG Fengpin, et al. Hyperspectral RX anomaly target detection algorithm based on low-rank tensor decomposition[J]. Optical Technology, 2022, 48(3): 379-384. https://www.cnki.com.cn/Article/CJFDTOTAL-GXJS202203020.htm
|
[1] | WANG Chongwen, PENG Tinghai, LUO Rui, LIU Jian, YANG Yuping, WANG Shijin, YAN Tingyu, GE Fan, LIU Yanfang, LIU Yunhong. Tropical Marine Environmental Adaptability of Germanium Coated Infrared Antireflection Film[J]. Infrared Technology , 2024, 46(8): 957-964. |
[2] | WANG Qiaofang, WANG Chongwen, ZHENG Wanxiang, LIU Jian, LUO Rui, ZHAO Yuanrong. Corrosion Properties of Phosphate Glass Filter under Different Environments[J]. Infrared Technology , 2020, 42(10): 947-952. |
[3] | CHENG Haijuan, YANG Weisheng, CAI Yi, YU Xiaohui, LI Rujie, WANG Ke, ZHAO Jinsong, WANG Lingxue. High-Performance LWIR Antireflective Films Fabrication on Ge Substrate Using LaF3 as Low Refractive Index Material[J]. Infrared Technology , 2020, 42(8): 758-762. |
[4] | GUO Sheng, XIN Sishu, GONG Xiaoxia, YUAN Jun, GUO Jie. Research on Surface Polishing and Corrosion of InSb Chip[J]. Infrared Technology , 2018, 40(2): 133-138. |
[5] | YANG Yuping, ZI Zhenghua, ZHONG Hui, JIANG Xuejun, LI Daqing, LIU Jian, ZHAO Yuanrong. Impact of Fungus on Films on Ge, ZnS and ZnSe[J]. Infrared Technology , 2016, 38(12): 1078-1081. |
[6] | ZI Zheng-hua, WANG Qiao-fang, LIU Jian, ZHAO Yuan-rong, LI Ru-jie. Corrosion Properties of LB6 Filter in Tropical Oceanic Climate Environment[J]. Infrared Technology , 2015, 37(11): 943-948. |
[7] | WANG Qiao-Fang, ZI Zheng-Hua, LI Ru-jie, TAN Ji, YANG Jing, LE Li-zhu. Corrosion Properties of Germanium IR Window in Tropical Rainforest Environment[J]. Infrared Technology , 2014, (12): 964-966. |
[8] | SUN Yan-chun, SUN Bu-sheng, MA Qi-shuang. Progress of Hidden Corrosion Detection in Aircraft[J]. Infrared Technology , 2007, 29(2): 121-123. DOI: 10.3969/j.issn.1001-8891.2007.02.016 |
[9] | SONG Chao, KONG Ling-de, YANG Yu. Study on the Photoluminescence Properties of Ge/Si multilayer Films Deposited by Magnetron Sputtering[J]. Infrared Technology , 2007, 29(2): 67-70. DOI: 10.3969/j.issn.1001-8891.2007.02.002 |
[10] | WU xiao-kun, YANG Yu, WU Xing-hui. Theoretical Study for Determining the Ge Crystal-Size of Gex/Si1-x Multilayer by Raman Scattering Spectra[J]. Infrared Technology , 2001, 23(1): 15-18. DOI: 10.3969/j.issn.1001-8891.2001.01.005 |