Opto-Electronic Engineering, Volume. 51, Issue 9, 240149-1(2024)
Adaptive foreground focusing for target detection in UAV aerial images
[1] Chen X, Peng D L, Gu Y. Real-time object detection for UAV images based on improved YOLOv5s[J]. Opto-Electron Eng, 49, 210372(2022).
[2] Xiong X R, He M T, Li T Y et al. Adaptive feature fusion and improved attention mechanism-based small object detection for UAV target tracking[J]. IEEE Internet Things J, 11, 21239-21249(2024).
[3] Ma L, Guo Y T, Lei T et al. Small object detection based on multi-scale feature fusion using remote sensing images[J]. Opto-Electron Eng, 49, 210363(2022).
[5] Ren S Q, He K M, Girshick R et al. Faster R-CNN: towards real-time object detection with region proposal networks[J]. IEEE Trans Pattern Anal Mach Intell, 39, 1137-1149(2017).
[12] Zhang Z, Yi H H, Zheng J. Focusing on small objects detector in aerial images[J]. Acta Electron Sin, 51, 944-955(2023).
[13] Li S C, Yang X D, Lin X X et al. Real-time vehicle detection from UAV aerial images based on improved YOLOv5[J]. Sensors, 23, 5634(2023).
[14] Li K, Wang Y N, Hu Z M. Improved YOLOv7 for small object detection algorithm based on attention and dynamic convolution[J]. Appl Sci, 13, 9316(2023).
[15] Wang G, Chen Y F, An P et al. UAV-YOLOv8: a small-object-detection model based on improved YOLOv8 for UAV aerial photography scenarios[J]. Sensors, 23, 7190(2023).
[16] Zhu M L, Kong E. Multi-scale fusion uncrewed aerial vehicle detection based on RT-DETR[J]. Electronics, 13, 1489(2024).
[17] Shao Y F, Yang Z X, Li Z H et al. Aero-YOLO: an efficient vehicle and pedestrian detection algorithm based on unmanned aerial imagery[J]. Electronics, 13, 1190(2024).
[18] Zhan W, Sun C F, Wang M C et al. An improved Yolov5 real-time detection method for small objects captured by UAV[J]. Soft Comput, 26, 361-373(2022).
[19] Chen P L, Wang J T, Zhang Z W et al. Small object detection in aerial images based on feature aggregation and multiple cooperative features interaction[J]. J Electron Meas Instrum, 37, 183-192(2023).
[20] Sui J C, Chen D K, Zheng X et al. A new algorithm for small target detection from the perspective of unmanned aerial vehicles[J]. IEEE Access, 12, 29690-29697(2024).
[22] Zhao X B, Liu K Q, Gao K et al. Hyperspectral time-series target detection based on spectral perception and spatial-temporal tensor decomposition[J]. IEEE Trans Geosci Remote Sens, 61, 5520812(2023).
[23] Wu Y X, He K M. Group normalization[C], 3-19(2018). https://doi.org/10.1007/978-3-030-01261-8_1
[24] Yin X Y, Goudriaan J A N, Lantinga E A et al. A flexible sigmoid function of determinate growth[J]. Ann Bot, 91, 361-371(2003).
[25] Tanaka M. Weighted sigmoid gate unit for an activation function of deep neural network[J]. Pattern Recognit Lett, 135, 354-359(2020).
[29] Lin M, Chen Q, Yan S C. Network in network[C](2013).
[30] Yan S, Shao H D, Wang J et al. LiConvFormer: a lightweight fault diagnosis framework using separable multiscale convolution and broadcast self-attention[J]. Expert Syst Appl, 237, 121338(2024).
[31] Vaswani A, Shazeer N, Parmar N et al. Attention is all you need[C], 6000-6010(2017).
[32] Dosovitskiy A, Beyer L, Kolesnikov A et al. An image is worth 16x16 words: transformers for image recognition at scale[C](2021).
[38] Wang Y Y, Wang C, Zhang H et al. Automatic ship detection based on RetinaNet using multi-resolution Gaofen-3 imagery[J]. Remote Sens, 11, 531(2019).
[41] Zhu X Z, Su W J, Lu L W et al. Deformable DETR: deformable transformers for end-to-end object detection[C](2021).
[43] Li S X, Liu C, Tang K W et al. Improved YOLOv5s algorithm for small target detection in UAV aerial photography[J]. IEEE Access, 12, 9784-9791(2024).
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Zhenjiu Xiao, Zhengwei Wu, Jiehao Zhang, Haicheng Qu. Adaptive foreground focusing for target detection in UAV aerial images[J]. Opto-Electronic Engineering, 2024, 51(9): 240149-1
Category: Article
Received: Jun. 28, 2024
Accepted: Aug. 6, 2024
Published Online: Dec. 12, 2024
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