Journal of Infrared and Millimeter Waves, Volume. 44, Issue 2, 285(2025)
A lightweight dark object detection network for infrared images
[2] F Zhao, L Xia, A Kylling et al. Detection flying aircraft from Landsat 8 OLI data. ISPRS Journal of Photogrammetry and Remote Sensing, 141, 176-184(2018).
[3] Y Liu, B Xu, W Zhi et al. Space eye on flying aircraft: From Sentinel-2 MSI parallax to hybrid computing. Remote Sensing of Environment, 246, 111867(2020).
[5] L Li, X Zhou, Z Hu et al. On-orbit monitoring flying aircraft day and night based on SDGSAT-1 thermal infrared dataset. Remote Sensing of Environment, 298, 113840(2023).
[6] H Zhu, X Zhang, X Chen et al. Dim small targets detection based on horizontal-vertical multi-scale grayscale difference weighted bilateral filtering. Journal of Infrared and Millimeter Waves, 39, 513-522(2020).
[7] C Gao, T Zhang, Q Li. Small infrared target detection using sparse ring representation. IEEE Aerospace and Electronic Systems Magazine, 27, 21-30(2012).
[8] T Liu, J Yang, B Li et al. Infrared small target detection via nonconvex tensor tucker decomposition with factor prior. IEEE Transactions on Geoscience and Remote Sensing, 61, 1-17(2023).
[9] Z P Lin, B Y Li, M Li et al. Light-weight infrared small target detection combining cross-scale feature fusion with bottleneck attention module. Journal of Infrared and Millimeter Waves, 41, 1102-1112(2022).
[10] Z P Lin, Y H Luo, B Y Li et al. Gradient-aware channel attention network for infrared small target image denoising before detection. Journal of Infrared and Millimeter Waves, 43, 254-260(2024).
[11] T Y Lin, M Maire, S Belongie et al. Microsoft coco: Common objects in context, 740-755(2014).
[12] A Vaswani, N Shazeer, N Parmar et al. Attention is all you need, 6000-6010(2017).
[13] N Carion, F Massa, G Synnaeve et al. End-to-end object detection with transformers, 213-229(2020).
[14] X Zhu, W Su, L Lu et al. Deformable DETR: Deformable transformers for end-to-end object detection. arxiv preprint, 2020.
[15] S Liu, F Li, H Zhang et al. DAD-DETR: Dynamic anchor boxes are better queries for DETR. arxiv preprint, 2022.
[16] Z Li, W An, G Guo et al. SpecDETR: A transformer-based hyperspectral point object detection network. arXiv preprint(2024).
[17] Q Xu, L Wang, W Sheng et al. Heterogeneous graph transformer for multiple tiny object tracking in RGB-T videos. IEEE Transactions on Multimedia, 26, 9383-9397(2024).
[18] T Y Lin, P Goyal, R Girshick et al. Focal loss for dense object detection, 2980-298(2017).
[19] H Law, J Deng. Cornernet: Detecting objects as paired keypoints, 734-750(2018).
[20] J Redmon, A Farhadi. YOLOv3: An incremental improvement. arxiv preprint, 2018.
[21] C Lyu, W Zhang, H Huang et al. RTMDET: An empirical study of designing real-time object detectors. arXiv preprint(2022).
[22] Z Ge, S Liu, F Wang et al. Yolox: Exceeding yolo series in 2021. arXiv preprint(2021).
[23] C Xiao, Q Yin, X Ying et al. DSFNet: Dynamic and static fusion network for moving object detection in satellite videos. IEEE Geoscience and Remote Sensing Letters, 19, 1-5(2021).
[24] Q Yin, Q Hu, H Liu et al. Detecting and tracking small and dense moving objects in satellite videos: A benchmark. IEEE Transactions on Geoscience and Remote Sensing, 60, 1-18(2021).
Get Citation
Copy Citation Text
Zhao-Xu LI, Qing-Xu XU, Wei AN, Xu HE, Gao-Wei GUO, Miao LI, Qiang LING, Long-Guang WANG, Chao XIAO, Zai-Ping LIN. A lightweight dark object detection network for infrared images[J]. Journal of Infrared and Millimeter Waves, 2025, 44(2): 285
Category: Interdisciplinary Research on Infrared Science
Received: May. 8, 2024
Accepted: --
Published Online: Mar. 14, 2025
The Author Email: AN Wei (anwei@nudt.edu.cn), LI Miao (lm8866@nudt.edu.cn)