Infrared and Laser Engineering, Volume. 54, Issue 2, 20240400(2025)
Infrared image enhancement algorithm based on multi-scale feature extraction and fusion
[2] [2] JIN Bang. The research of fest fire detection algithm based on deep learning[D]. Chongqing: Chongqing University, 2021. (in Chinese)
[4] DONG C, LOY C C, HE K et al. Image super-resolution using deep convolutional networks[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 38, 295-307(2014).
[5] PANG Z X, LIU G H, LI G S et al. An infrared image enhancement method via content and detail two-stream deep convolutional neural network[J]. Infrared Physics & Technology, 132, 104761(2023).
[7] [7] LIU R S, MA L, ZHANG J A, et al. Retinexinspired unrolling with cooperative pri architecture search f lowlight image enhancement[C]IEEECVF Conference on Computer Vision Pattern Recognition, Nashville, TN, USA, 2021: 1055610565.
[8] [8] WEI X X, ZHANG X S, LI Y J. SARN: A lightweight stacked attention residual wk f lowlight image enhancement[C] 2021 6th International Conference on Robotics Automation Engineering (ICRAE), Guangzhou, China, 2021: 275279.
[9] [9] MAHARJAN P, LI L, LI Z, et al. Improving extreme lowlight image denoising via residual learning[C]2019 IEEE International Conference on Multimedia Expo (ICME), Shanghai, China, 2019: 916921.
[10] [10] WU W H, WENG J, ZHANG P P, et al. URetinex: Retinexbased deep unfolding wk f lowlight image enhancement[C]IEEECVF Conference on Computer Vision Pattern Recognition, New leans, LA, USA, 2022: 58915900.
[11] [11] GUO C L, LI C Y, GUO J C, et al. Zeroreference deep curve estimation f lowlight image enhancement [C]IEEECVF Conference on Computer Vision Pattern Recognition, Seattle, WA, USA, 2020: 17771786.
[12] LI C Y, GUO C L, LOY C C et al. Learning to enhance low-light image via Zero-reference deep curve estimation[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 44, 4225-4238(2022).
[13] [13] WEI C, WANG W J, YANG W H, et al. Deep retinex decomposition f lowlight enhancement[EBOL]. [20180814](20241225)https:arxiv.gabs1808.04560.
[15] LIU Y, CHENG M M, HU X W et al. Richer convolutional features for edge detection[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 41, 1939-1946(2016).
[16] [16] LIU Y C, SHAO Z R, HOFFMANN N. Global attention mechanism: Retain infmation to enhance channelspatial interactions [EBOL]. [20211210] (20241225) https:arxiv.gabs2112.05561.
[18] SHEN Huaiyan, WU Yun. Liver CT image segmentation meth-od based on MSFA-Net[J]. Computer Science and Exploration, 17, 646-656(2023).
[20] [20] WANG R X, ZHANG Q, FU Z R, et al. Underexposed photo enhancement using deep illumination estimation[C]2019 IEEECVF Conference on Computer Vision Pattern Recognition (CVPR), Long Beach, CA, USA, 2019: 6849–6857.
[21] [21] LIU W, ANGUELOV D, ERHAN D, et al. SSD: single shot MultiBox detect[C]14th European Conference, Amsterdam, the herls, 2016, 10: 14.
[22] LI Mu, HE Jincheng, YANG Heng. Fire hazard detection algorithm based on dual-branch GAN and attention mechanism[J]. Computer Engineering and Applications, 60, 228-239(2024).
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Mu LI, Yilang ZHANG, Xizheng KE. Infrared image enhancement algorithm based on multi-scale feature extraction and fusion[J]. Infrared and Laser Engineering, 2025, 54(2): 20240400
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Received: Sep. 9, 2024
Accepted: --
Published Online: Mar. 14, 2025
The Author Email: Xizheng KE (xzke@xaut.edu.cn)