Citation: | WANG Rui, HU Yunlei, LIU Weipeng, LI Haitao. Defect detection of weld X-ray image based on edge AI[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2022, 43(1): 79-84. DOI: 10.12073/j.hjxb.20210516001 |
迟大钊, 马子奇, 程怡, 等. 不等厚板搭接焊缝缺陷数字X射线检测[J]. 焊接学报, 2019, 40(11): 45 − 48. doi: 10.12073/j.hjxb.2019400286
Chi Dazhao, Ma Ziqi, Cheng Yi, et al. Digital X-ray detection of lap weld defects in unequal-thickness plates[J]. Transactions of the China Welding Institution, 2019, 40(11): 45 − 48. doi: 10.12073/j.hjxb.2019400286
|
Yan Z H, Xu H, Huang P F. Multi-scale multi-intensity defect detection in ray image of weld bead[J]. NDT & E International, 2020, 116: 102342 − 102357.
|
Hou W, Zhang D, Wei Y, et al. Review on computer aided weld defect detection from radiography images[J]. Applied Sciences, 2020, 10(5): 1878 − 1893. doi: 10.3390/app10051878
|
修延飞, 李海超, 胡广泽, 等. 一种用于穿孔塞焊焊缝特征提取的视觉识别算法[J]. 焊接学报, 2020, 41(2): 75 − 79, 86.
Xiu Yanfei, Li Haichao, Hu Guangze, et al. A visual recognition algorithm for feature extraction of perforated plug weld[J]. Transactions of the China Welding Institution, 2020, 41(2): 75 − 79, 86.
|
刘涵, 郭润元. 基于X射线图像和卷积神经网络的石油钢管焊缝缺陷检测与识别[J]. 仪器仪表学报, 2018, 39(4): 247 − 256.
Liu Han, Guo Runyuan. Detection and recognition of weld defects of petroleum steel pipe based on X-ray image and convolutional neural network[J]. Chinese Journal of Scientific Instrument, 2018, 39(4): 247 − 256.
|
樊丁, 胡桉得, 黄健康, 等. 基于改进卷积神经网络的管焊缝X射线图像缺陷识别方法[J]. 焊接学报, 2020, 41(1): 7 − 11.
Fan Ding, Hu Yude, Huang Jiankang, et al. X-ray image defect recognition method of pipe weld based on improved convolutional neural network[J]. Transactions of the China Welding Institution, 2020, 41(1): 7 − 11.
|
谢经明, 刘默耘, 何文卓, 等. 基于轻量化YOLO的X射线焊缝图像信息检测[J]. 华中科技大学学报(自然科学版), 2021, 49(1): 1 − 5.
Xie Jingming, Liu Moyun, He Wenzhuo, et al. X-ray weld image information detection based on lightweight YOLO[J]. Journal of Huazhong University of Science and Technology (Natural Science Edition), 2021, 49(1): 1 − 5.
|
Ren S, He K, Girshick R, et al. Faster R-CNN: towards real-time object detection with region proposal networks[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2016, 39(6): 1137 − 1149.
|
鞠默然, 罗海波, 王仲博, 等. 改进的YOLO V3算法及其在小目标检测中的应用[J]. 光学学报, 2019, 39(7): 253 − 260.
Ju Moran, Luo Haibo, Wang Zhongbo, et al. Improved YOLO V3 algorithm and its application in small target detection[J]. Journal of Optics, 2019, 39(7): 253 − 260.
|
Nacereddine N, Goumeidane A B, Ziou D. Unsupervised weld defect classification in radiographic images using multivariate generalized Gaussian mixture model with exact computation of mean and shape parameters[J]. Computers in Industry, 2019, 108: 132 − 149. doi: 10.1016/j.compind.2019.02.010
|
Hou D, Miao Z, Xing H, et al. Exploiting low dimensional features from the MobileNets for remote sensing image retrieval[J]. Earth Science Informatics, 2020, 13(4): 1437 − 1443. doi: 10.1007/s12145-020-00484-3
|
Wang X, Han Y, Wang C, et al. In-Edge AI: Intelligentizing mobile edge computing, caching and communication by federated learning[J]. IEEE Network, 2019, 33(5): 156 − 165. doi: 10.1109/MNET.2019.1800286
|
Zheng Z, Wang P, Liu W, et al. Distance-IoU loss: Faster and better learning for bounding box regression[C]//Association for the Advancement of Artificial Intelligence. Proceedings of the AAAI Conference on Artificial Intelligence. New York, USA, 2020, 34(7): 12993−13000.
|
Mery D, Riffo V, Zscherpel U, et al. GDXray: The database of X-ray images for nondestructive testing[J]. Journal of Nondestructive Evaluation, 2015, 34(4): 1 − 12.
|
[1] | WANG Rui, GAO Shaoze, LIU Weipeng, WANG Gang. A lightweight and efficient X-ray weld image defect detection method[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2024, 45(7): 41-49. DOI: 10.12073/j.hjxb.20230630003 |
[2] | SHI Yu, WANG Ping, GUO Jinchang, FAN Ding. Embedded system control of consumable DE-GMAW[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2013, (12): 5-8. |
[3] | FAN Ding, GUO Jinchang, HUANG Jiankang, SHI Yu. Design and implementation of embedded control system for consumable DE-GMAW[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2013, (9): 1-4. |
[4] | ZHANG Hongbing, HUANG Shisheng, ZHOU Yiqing, HE Kuanfang. Analysis and application of operating system embedded in arc welding inverter[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2010, (9): 13-16. |
[5] | LI Yuanbo, HUANG Shish-eng. Soft-switching inverting high-speed double wire pulsed welding equipment based on DSP[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2010, (5): 1-4. |
[6] | HUANG Cao, SUN Zhenguo, CHEN Qiang, LIAO Jianxiong, WANG Dinghe, CHEN Weizhong. Weld seam formation control of root pass for pipeline MIG welding based on an embedded DSP visual servo platform[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2009, (4): 41-44. |
[7] | ZHANG Qi-dong, YE Hao-feng, XU Bu-gong. Control system design in equipment of flash butt welding based on CAN bus[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2004, (4): 96-98. |
[8] | WANG Zhi-ping, WANG Ke-zheng, HE Fang-dian. Technology and Equipment of Development in Flashing Butt Welding[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 2000, (3): 93-96. |
[9] | Shan Jiguo, Ren Jialie. Light Beam Brazing Equipment[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 1998, (3): 3-8. |
[10] | Heinz Kretzschmar, Bernd Löscher. HARDFACING PROCEDURE AND MODERN EQUIPMENTS IN G. D. R.[J]. TRANSACTIONS OF THE CHINA WELDING INSTITUTION, 1990, (3): 143-148. |