[1] Yunze HE, Qi CHEN, Hongjin WANG et al. Research progress of laser thermography nondestructive testing (Invited). Infrared and Laser Engineering, 53, 20240144(2024).

[2] Zhongqiang DU, Linbo TANG, Yuqi HAN et al. Lane detection method for embedded platforms. Infrared and Laser Engineering, 51, 20210753(2022).

[3] Xianguo LI, Mingteng CAO, Bin LI et al. Research progress on GPNet: A lightweight infrared image target detection algorithm. Journal of Infrared and Millimeter Waves, 41, 1092-1101(2022).

[4] [4] KAI X, HUAIAN C, XIAO T, et al. HFM: Hierarchical feature mining wk f low light image enhancement[J]. IEEE Transactions on Instrumentation Measurement , 2022, 71(2): 114.

[5] [5] SASAGAWA Y, NAGAHARA H. YOLO in the darkdomain adaptation method f merging multiple models[C]Proceedings of the European Conference on Computer Vision (ECCV), 2020: 345359.

[6] [6] HU H, GONG X. Vehicle detection in dark weather based on YOLO MSRCR method[C]Proceedings of the 2nd International Conference on Optical Image Processing (ICOIP), 2022: 200206.

[7] [7] CHEN Y, LI W, SAKARIDIS C, et al. Domain adaptive fastercnn f object detection in the wild[C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition (CVPR), 2018: 33393348.

[8] Hao WEI, Kai ZHANG, Lei ZHENG et al. Target detection in infrared images for power inspection based on HOG-RCNN. Infrared and Laser Engineering, 49, 20200411(2020).

[9] [9] WANG C, ALEXEY B, HONG Y, et al. YOLOv7: Trainable bagoffreebies sets new stateoftheart f realtime object detects [C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition (CVPR), 2023: 31663188.

[10] [10] CARION N, MASSA F, SYNNAEVE G, et al. Endtoend object detection with transfmers[C]Proceedings of the 16th European Conference on Computer Vision(ECCV), 2020: 213229.

[11] [11] LV F, LU F, WU J, et al. MBLLEN: Lowlight imagevideo enhancement using CNNs [C]Proceedings of the British Machine Vision Conference (BMVC), 2018: 220231.

[12] [12] ZHANG Y, ZHANG J, GUO X, et al. Kindling the darkness: A practical lowlight image enhancer[C]Proceedings of the 27th ACM International Conference on Multimedia, 2019: 1632–1640.

[13] [13] LI C, GUO C, REN W, et al. An underwater image enhancement benchmark dataset beyond [J]. IEEE Transactions on Image Processing , 2020, 29: 4376−4389.

[14] [14] LIU W, REN G, YU R, et al. Image adaptive YOLO f object detection in adverse weather conditions [C]Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2022: 17921800.

[15] [15] YIN X, YU Z, FEI Z, et al. PEYOLO: Pyra enhancement wk f dark object detection[DBOL]. (20230720)[20240716] https:doi.g10.48550arXiv.2307.10953.

[16] Z J TAN, H YU, R H LU et al. Non-locally coded Fourier transform ghost imaging. Optics Express, 27, 2937-2948(2019).

[17] [17] MA S, XU Y. MPDIoU: A loss f efficient accurate bounding box regression[DBOL]. (20220716)[20230714] https:doi.g10.48550arXiv.2307.07662.

[18] [18] YANG W, WANG W, HUANG H, et al. Sparse gradient regularized deep retinex wk f robust lowlight image enhancement[J]. IEEE Trans Image Process , 2021, 30(3): 20722086.

[19] Z WANG, A BOVIK, H SHEIKH et al. Image quality assessment: From error visibility to structural similarity. IEEE Trans Image Process, 13, 600-612(2004).

[20] [20] ZHANG R, ISOLA P, EFROS A, et al. The unreasonable effectiveness of deep features as a perceptual metric[C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition (CVPR), 2018: 586–595.

[21] [21] HUANG J, LIU Y, ZHAO F, et al. Deep Fourierbased exposure crection wk with spatialfrequency interaction[C]Proceedings of the European Conference on Computer Vision(ECCV), 2022: 163180.

[22] [22] XU X, WANG R, FU C, et al. SNRAware lowlight image enhancement[C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition (CVPR), 2022: 1771417724.