Infrared and Laser Engineering, Volume. 51, Issue 4, 20210290(2022)

Ground infrared target detection method based on a parallel attention mechanism (Invited)

Xiaofeng Zhao, Yebin Xu, Fei Wu, Jiahui Niu, Wei Cai, and Zhili Zhang
Author Affiliations
  • Armament Launch Theory and Technology Key Discipline Laboratory of China, Rocket Force University of Engineering, Xi'an 710025, China
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    References(20)

    [1] Li Weipeng, Lu Ruitao, Yang Xiaogang, et al. An improved semi-supervised transfer learning method for infrared object detection neural network[J]. Infrared and Laser Engineering, 50, 20200511(2021).

    [2] Lu Fuxing, Chen Xin, Chen Guilin, et al. Dim and small target detection based on background adaptive multi-feature fusion[J]. Infrared and Laser Engineering, 48, 0326002(2019).

    [3] Zhang Lei, Zhu Shuai, Liu Tianyu, et al. Tracking of dense group targets based on motion grouping[J]. Infrared and Laser Engineering, 49, 20200284(2020).

    [4] Chen Faling, Ding Qinghai, Luo Haibo, et al. Anti-occlusion real time target tracking algorithm employing spatio-temporal context[J]. Infrared and Laser Engineering, 50, 20200105(2021).

    [5] Zhao Xiaofeng, Xu Mingyang, Wang Danpiao, et al. Infrared camouflage detection method for special vehicles based on improved SSD[J]. Infrared and Laser Engineering, 48, 1104003(2019).

    [6] Zhao X, Xu Y, Wu F, et al. IYOLO: Multi-scale infrared target detection method based on bidirectional feature fusion[J]. Journal of Physics: Conference Series, 1873, 12-20(2021).

    [7] Zhang Chi, Tan Nanlin, Li Guozheng, et al. Pedestrian detection algorithm for infrared image based on multi-level features[J]. Computer Engineering, 46, 260-265(2020).

    [8] Chen Ming, Zhao Lianfei, Yuan Limin, et al. Insulator detection method based on feature selection YOLOv3 network[J]. Infrared and Laser Engineering, 49, 20200401(2020).

    [9] [9] Wei Shuigen, Wang Chengwei, Chen Zhen. Infrared dim target detection based on human visual mechanism[J]. Acta Photonica Sinica, 2021, 50(1): 0110001. (in Chinese)

    [10] Liu Xu, Cui Wennan. Infrared-image-based detection of dim and small targets using human visual contrast mechanism[J]. Infrared Technology, 42, 559-565(2020).

    [11] Liu Junming, Meng Weihua. Infrared small target detection based on fully convolutional neural network and visual saliency[J]. Acta Photonica Sinica, 49, 0710003(2020).

    [12] [12] Hu J, Shen L, Sun G. Squeezeexcitation wks [C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition, 2018: 71327141.

    [13] Cai Tijian, Peng Xiaoyu, Shi Yapeng, et al. Channel attention and residual concatenation network for image super-resolution[J]. Optics and Precision Engineering, 29, 142-151(2021).

    [14] [14] Chollet F. Xception: Deep learning with depthwise separable convolutions [C]2017 IEEE Conference on Computer Vision Pattern Recognition (CVPR), 2017: 18001807.

    [15] [15] Han K, Wang Y, Tian Q, et al. Ghost: Me features from cheap operations [C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition, 2020: 15801589.

    [16] [16] Krizhevsky A, Sutskever I, Hinton G E. Image classification with deep convolutional neural wks [J]. Communications of the ACM, 2017, 60(6): 8490.

    [17] [17] Lin T Y, Dollar P, Girshick R, et al. Feature pyra wks f object detection [C]2017 IEEE Conference on Computer Vision Pattern Recognition (CVPR), IEEE Computer Society, 2017.

    [18] Qiu Xiaohua, Li Min, Deng Guangmang, et al. Multi-layer convolutional features fusion for dual-band decision-level ship recognition[J]. Optics and Precision Engineering, 29, 183-190(2021).

    [19] [19] Zheng Z, Wang P, Liu W, et al. DistanceIoU loss: Faster better learning f bounding box regression [C]Proceedings of the AAAI Conference on Artificial Intelligence, 2020, 34(7): 1299313000.

    [20] [20] Lin T Y, Goyal P, Girshick R, et al. Focal loss f dense object detection [C]Proceedings of the IEEE International Conference on Computer Vision, 2017: 29802988.

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    Xiaofeng Zhao, Yebin Xu, Fei Wu, Jiahui Niu, Wei Cai, Zhili Zhang. Ground infrared target detection method based on a parallel attention mechanism (Invited)[J]. Infrared and Laser Engineering, 2022, 51(4): 20210290

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    Paper Information

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    Received: Apr. 30, 2021

    Accepted: --

    Published Online: May. 18, 2022

    The Author Email:

    DOI:10.3788/IRLA20210290

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