Infrared and Laser Engineering, Volume. 54, Issue 7, 20250035(2025)
Visual inspection of surface crack morphology of low-contrast coatings based on improved U-net
[1] WANG Yongqiang. Study on sanitary ceramics missed glaze detection based on grey computer vision[J]. China's Ceramics, 50, 53-56(2014).
[2] LI Qingli, WANG Yongqiang, ZHANG Fan. The study on visual inspection algorithm of ceramic tiles for defects detection[J]. China's Ceramics, 51, 44-47(2015).
[3] XIONG Jianping. Research on the surface defect detection of floor tile based on computer vision[J]. Electronic Measurement Technology, 38, 53-55(2015).
[5] [5] GUNAWAN W, STEPANUS S, LISAPALY L, et al. Micro crack imaging of silicon solar cells with SEM (Scanning Electron Microscopy)[C]IOP Conference Series: Earth Environmental Science, IOP Publishing, 2021, 878(1): 012062.
[7] WANG Huipeng, ZHAI Sicong, YANG Jie et al. Quantitative detection of surface crack width of aluminum alloy based on laser thermography[J]. Infrared and Laser Engineering, 52, 20220902(2023).
[9] CHEN Yao, MEI Tao, WANG Xiaojie et al. A bridge crack image detection and classification method based on a climbing robot[J]. Journal of University of Science and Technology of China, 46, 788-796(2016).
[10] WANG Y, TANG L, WEN J et al. Recognition of concrete microcrack images under fluorescent excitation based on attention mechanism deep recurrent neural networks[J]. Case Stud Constr Mater, 20, e03160(2024).
[12] [12] WANG Yixin. Research on SVMadaboost crack classification based on mphology[D]. Xi''an: Chang''an University, 2017. (in Chinese)
[14] FENG Xiaochen, LI Ning, GU Yuwan et al. Detection of fine cracks based on improved U-NET[J]. Computer Applications and Software, 39, 193-200(2022).
[16] [16] CHEN Xinqi. Research lmplementation of expressway risk ldentification algithm based on lightning data fusion[D]. Beijing: Nth China University of Technology, 2024. (in Chinese)
[18] LIN Li, LIU Xin, ZHU Junzhen et al. Research on vibrothermography detection and recognition method of metal fatigue cracks based on CNN[J]. Infrared and Laser Engineering, 51, 20210227(2022).
[19] YANG Dezhen, YU Songlin, FENG Jinjun. Dynamic real-time restoration algorithm of defective pixels based on spatio-temporal statistics feature[J]. Infrared and Laser Engineering, 51, 20210798(2022).
[25] CHONG Wei, LU Wenhua, ZHANG Jian et al. Modeling and validation analysis of sigmoid function for solar radiation diffuse fraction[J]. Acta Optica Sinica, 40, 1901001(2020).
[27] KAN Yuda. An image segmentation method for blast pile ore in open-pit mine based on U-Net and improved watershed algorithm[J]. Metal Mine, 272-277(2023).
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Shaohua CHEN, Shida ZHANG, Jiaojiao REN, Jian GU, Lijuan LI. Visual inspection of surface crack morphology of low-contrast coatings based on improved U-net[J]. Infrared and Laser Engineering, 2025, 54(7): 20250035
Category: Infrared
Received: Jan. 13, 2025
Accepted: --
Published Online: Aug. 29, 2025
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