• Opto-Electronic Engineering
  • Vol. 51, Issue 10, 240196 (2024)
Yan Wang, Honghui Wang, Shudong Liu*, Yan Zhang, and Zeyu Hao
Author Affiliations
  • School of Computer and Information Engineering,Tianjin Chengjian University,Tianjin 300000,China
  • show less
    DOI: 10.12086/oee.2024.240196 Cite this Article
    Yan Wang, Honghui Wang, Shudong Liu, Yan Zhang, Zeyu Hao. Small target detection in sonar images with multilevel feature screening and task dynamic alignment[J]. Opto-Electronic Engineering, 2024, 51(10): 240196 Copy Citation Text show less
    References

    [1] H S Li, C Xu, T Zhou. High-resolution integrated detection of underwater topography and geomorphology based on multibeam interferometric echo sounder. Appl Mech Mater, 212-213, 345-350(2012).

    [2] L Wang, X F Ye, S L Wang et al. ULO: an underwater light-weight object detector for edge computing. Machines, 10, 629(2022).

    [3] Z Y Wang, X F Ye, Y T Han et al. Improved real-time target detection algorithm for similar multiple targets in complex underwater environment based on YOLOv3, 1-6(2020). https://doi.org/10.1109/IEEECONF38699.2020.9389108

    [4] H Lange, L M Vincent. Advanced gray-scale morphological filters for the detection of sea mines in side-scan sonar imagery. Proc SPIE, 4038, 362-372(2000).

    [5] W Y Zhang, T Zhou, J H Li et al. An efficient method for detection and quantitation of underwater gas leakage based on a 300-kHz multibeam sonar. Remote Sens, 14, 4301(2022).

    [6] J W Li, W An, C Xu et al. Sunken oil detection and classification using MBES backscatter data. Mar Pollut Bull, 180, 113795(2022).

    [7] T Zhou, J K Si, L Y Wang et al. Automatic detection of underwater small targets using forward-looking sonar images. IEEE Trans Geosci Remote Sens, 60, 4207912(2022).

    [8] C Park, Y Kim, H Lee et al. Development of a 2 MHz sonar sensor for inspection of bridge substructures. Sensors, 18, 1222(2018).

    [9] D D Zhao, D H Xie, P Chen et al. Lightweight YOLOv5 sonar image object detection algorithm and implementation based on ZYNQ. Opto-Electron Eng, 51, 230284(2024).

    [10] A Abu, R Diamant. A statistically-based method for the detection of underwater objects in sonar imagery. IEEE Sensors J, 19, 6858-6871(2019).

    [11] S Negahdaripour. Application of forward-scan sonar stereo for 3-D scene reconstruction. IEEE J Oceanic Eng, 45, 547-562(2020).

    [12] Z G Shang, C H Zhao, J Wan. Application of multi-resolution analysis in sonar image denoising. J Syst Eng Electron, 19, 1082-1089(2008).

    [13] Y Jin, B Ku, J Ahn et al. Nonhomogeneous noise removal from side-scan sonar images using structural sparsity. IEEE Geosci Remote Sens Lett, 16, 1215-1219(2019).

    [14] Z Wang, S W Zhang, W Z Huang et al. Sonar image target detection based on adaptive global feature enhancement network. IEEE Sensors J, 22, 1509-1530(2022).

    [15] D D Zhao, Y F Ye, P Chen et al. Sonar image denoising method based on residual and attention network. Opto-Electron Eng, 50, 230017(2023).

    [16] X Y Ge, N Y Wei, H K Zhou et al. Research on small underwater target detection technology based on side-scan sonar. Digit Ocean Underwater Warf, 6, 155-161(2023).

    [17] C Y Wang, A Bochkovskiy, H Y M Liao. Scaled-yolov4: scaling cross stage partial network, 13024-13033(2021). https://doi.org/10.1109/CVPR46437.2021.01283

    [18] Z Ge, S T Liu, F Wang et al. YOLOX: exceeding yolo series in 2021(2021). https://doi.org/10.48550/arXiv.2107.08430

    [19] Y F Chen, C Y Zhang, B Chen et al. Accurate leukocyte detection based on deformable-DETR and multi-level feature fusion for aiding diagnosis of blood diseases. Comput Biol Med, 170, 107917(2024).

    [20] Q B Hou, D Q Zhou, J S Feng. Coordinate attention for efficient mobile network design, 13708-13717(2021). https://doi.org/10.1109/CVPR46437.2021.01350

    [21] S Ioffe, C Szegedy. Batch normalization: accelerating deep network training by reducing internal covariate shift, 448-456(2015).

    [22] W Xu, Y Wan. ELA: efficient local attention for deep convolutional neural networks(2024). https://doi.org/10.48550/arXiv.2403.01123

    [23] Q B Hou, L Zhang, M M Cheng et al. Strip pooling: rethinking spatial pooling for scene parsing, 4002-4011(2020). https://doi.org/10.1109/CVPR42600.2020.00406

    [24] Y X Wu, K M He. Group normalization, 3-19(2018). https://doi.org/10.1007/978-3-030-01261-8_1

    [25] Z Tian, C H Shen, H Chen et al. FCOS: a simple and strong anchor-free object detector. IEEE Trans Pattern Anal Mach Intell, 44, 1922-1933(2022).

    [26] Y Zhou, S C Chen, K Wu et al. SCTD 1.0: sonar common target detection dataset. Comput Sci, 48, 334-339(2021).

    [27] K B Xie, J Yang, K Qiu. A dataset with multibeam forward-looking sonar for underwater object detection. Sci Data, 9, 739(2022).

    [28] T Y Lin, P Goyal, R Girshick et al. Focal loss for dense object detection, 2999-3007(2017). https://doi.org/10.1109/ICCV.2017.324

    [29] K Kim, H S Lee. Probabilistic anchor assignment with IoU prediction for object detection, 355-371(2020). https://doi.org/10.1007/978-3-030-58595-2_22

    [30] X Y Zhou, D Q Wang, P Krähenbühl. Objects as points(2019). https://doi.org/10.48550/arXiv.1904.07850

    [31] P Z Sun, R F Zhang, Y Jiang et al. Sparse R-CNN: end-to-end object detection with learnable proposals, 14449-14458(2021). https://doi.org/10.1109/CVPR46437.2021.01422

    [32] Q Chen, Y M Wang, T Yang et al. You only look one-level feature, 13034-13043(2021). https://doi.org/10.1109/CVPR46437.2021.01284

    [33] C J Feng, Y J Zhong, Y Gao et al. TOOD: task-aligned one-stage object detection, 3490-3499(2021). https://doi.org/10.1109/ICCV48922.2021.00349

    [34] H Y Zhang, Y Wang, F Dayoub et al. VarifocalNet: an IoU-aware dense object detector, 8510-8519(2021). https://doi.org/10.1109/CVPR46437.2021.00841

    [35] Z K Li, Z J Xie, P H Duan et al. Dual spatial attention network for underwater object detection with sonar imagery. IEEE Sens J, 24, 6998-7008(2024).

    Yan Wang, Honghui Wang, Shudong Liu, Yan Zhang, Zeyu Hao. Small target detection in sonar images with multilevel feature screening and task dynamic alignment[J]. Opto-Electronic Engineering, 2024, 51(10): 240196
    Download Citation