{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,10]],"date-time":"2026-07-10T23:53:41Z","timestamp":1783727621363,"version":"3.55.0"},"reference-count":38,"publisher":"World Scientific Pub Co Pte Ltd","issue":"15","funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61862005"],"award-info":[{"award-number":["61862005"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61762009"],"award-info":[{"award-number":["61762009"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Patt. Recogn. Artif. Intell."],"published-print":{"date-parts":[[2022,12,15]]},"abstract":"<jats:p>Bridge crack detection is a key task in the structural health monitoring of Civil Engineering. In the traditional bridge crack detection methods, there exist some problems such as high cost, low speed, and complex structure. This paper developed a bridge surface crack detection system based on improved YOLOv5s. The GhostBottleneck module was employed to replace the classic C3 module of the YOLOv5s backbone network, meanwhile the channel attention module namely ECA-Net was also added to the network, which not only reduced the amount of calculation, but also enhanced the ability of the network in extracting cross-channel information features. The adaptive spatial feature fusion (ASFF) was introduced to address the conflict problem caused by the inconsistency of feature scale in the network feature fusion stage, and the transfer learning was utilized to train the network. The experimental results showed that the improved YOLOv5s performed better than Faster R-CNN, SSD, YOLOv3, and YOLOv5s, with the Precision of 93.6%, Recall of 95.4%, and mAP of 98.4%. Further, the improved YOLOv5s was deployed in PyQt5 to realize the real-time detection of bridge cracks. This research showed that the proposed model not only provides a novel solution for bridge surface crack detection, but also has certain industrial application value.<\/jats:p>","DOI":"10.1142\/s0218001422500471","type":"journal-article","created":{"date-parts":[[2022,10,7]],"date-time":"2022-10-07T17:32:25Z","timestamp":1665163945000},"source":"Crossref","is-referenced-by-count":8,"title":["Automatic Detection of Bridge Surface Crack Using Improved YOLOv5s"],"prefix":"10.1142","volume":"36","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8769-9736","authenticated-orcid":false,"given":"Haoyan","family":"Yang","sequence":"first","affiliation":[{"name":"Guangxi University, Nanning, Guangxi 530004, P. R. China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3489-1887","authenticated-orcid":false,"given":"Lina","family":"Yang","sequence":"additional","affiliation":[{"name":"Guangxi University, Nanning, Guangxi 530004, P. R. China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Thomas","family":"Wu","sequence":"additional","affiliation":[{"name":"Guangxi University, Nanning, Guangxi 530004, P. R. China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zuqiang","family":"Meng","sequence":"additional","affiliation":[{"name":"Guangxi University, Nanning, Guangxi 530004, P. R. China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Youju","family":"Huang","sequence":"additional","affiliation":[{"name":"Guangxi Institute of Remote Sensing of Natural Resources, Nanning, Guangxi 530029, P. R. China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Patrick Shen-Pei","family":"Wang","sequence":"additional","affiliation":[{"name":"Department of Computer and Information Science, Khoury College of Computer Sciences, Northeastern University, Boston, MA 02115, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Peng","family":"Li","sequence":"additional","affiliation":[{"name":"College of Engineering, South China Agricultural University, Guangzhou, Guangdong 510642, P. R. China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xichun","family":"Li","sequence":"additional","affiliation":[{"name":"Guangxi Normal University for Nationalities, Chongzuo, Guangxi 532200, P. R. China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"219","published-online":{"date-parts":[[2022,12,10]]},"reference":[{"key":"S0218001422500471BIB001","first-page":"175","volume-title":"Proc. 2021 18th Int. Computer Conf. Wavelet Active Media Technology and Information Processing (ICCWAMTIP)","author":"Agyemang I. O.","year":"2021"},{"issue":"1","key":"S0218001422500471BIB002","doi-asserted-by":"crossref","first-page":"01","DOI":"10.30871\/jaic.v6i1.3484","volume":"6","author":"Al Amin I. H.","year":"2022","journal-title":"J. Appl. Inform. Comput."},{"key":"S0218001422500471BIB003","doi-asserted-by":"publisher","DOI":"10.1111\/mice.12440"},{"issue":"8","key":"S0218001422500471BIB004","first-page":"3","volume":"53","author":"Bigdeli N.","year":"2021","journal-title":"Amirkabir J. Civ. Eng."},{"key":"S0218001422500471BIB006","doi-asserted-by":"publisher","DOI":"10.3390\/agronomy12020365"},{"issue":"7","key":"S0218001422500471BIB007","doi-asserted-by":"crossref","first-page":"2528","DOI":"10.3390\/app10072528","volume":"10","author":"Deng L.","year":"2020","journal-title":"Appl. Sci."},{"issue":"2","key":"S0218001422500471BIB008","doi-asserted-by":"crossref","first-page":"022055","DOI":"10.1088\/1742-6596\/1952\/2\/022055","volume":"1952","author":"Deng B.","year":"2021","journal-title":"J. Phys., Conf. Ser."},{"issue":"2","key":"S0218001422500471BIB009","doi-asserted-by":"crossref","first-page":"1621","DOI":"10.1007\/s40996-021-00671-2","volume":"46","author":"Hac\u0131efendio\u011flu K.","year":"2022","journal-title":"Iran. J. Sci. Technol., Trans. Civ. Eng."},{"key":"S0218001422500471BIB010","first-page":"1580","volume-title":"Proc. IEEE\/CVF Conf. Computer Vision and Pattern Recognition","author":"Han K.","year":"2020"},{"issue":"05","key":"S0218001422500471BIB011","doi-asserted-by":"crossref","first-page":"2152004","DOI":"10.1142\/S0218001421520042","volume":"35","author":"He X.","year":"2021","journal-title":"Int. J. Pattern Recognit. Artif. Intell."},{"key":"S0218001422500471BIB012","doi-asserted-by":"crossref","first-page":"406","DOI":"10.1016\/j.solener.2022.03.018","volume":"236","author":"Hong F.","year":"2022","journal-title":"Sol. Energy"},{"key":"S0218001422500471BIB013","first-page":"7132","volume-title":"Proc. 2018 IEEE Conf. Computer Vision and Pattern Recognition","author":"Hu J.","year":"2018"},{"key":"S0218001422500471BIB014","doi-asserted-by":"publisher","DOI":"10.1142\/S0218001418560141"},{"issue":"2","key":"S0218001422500471BIB015","first-page":"28","volume":"6","author":"Leishear R. A.","year":"2021","journal-title":"J. Civ. Constr. Environ. Eng."},{"key":"S0218001422500471BIB016","first-page":"2117","volume-title":"Proc. 2017 IEEE Conf. Computer Vision and Pattern Recognition","author":"Lin T.-Y.","year":"2017"},{"key":"S0218001422500471BIB017","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-46448-0_2"},{"issue":"02","key":"S0218001422500471BIB018","doi-asserted-by":"crossref","first-page":"2053002","DOI":"10.1142\/S021800142053002X","volume":"34","author":"Liu S.","year":"2020","journal-title":"Int. J. Pattern Recognit. Artif. Intell."},{"issue":"2","key":"S0218001422500471BIB020","doi-asserted-by":"crossref","first-page":"022033","DOI":"10.1088\/1742-6596\/1865\/2\/022033","volume":"1865","author":"Liu L.","year":"2021","journal-title":"J. Phys., Conf. Ser."},{"issue":"2","key":"S0218001422500471BIB021","first-page":"570","volume":"235","author":"Ma D.","year":"2021","journal-title":"Proc. Inst. Mech. Eng. M, J. Eng. Marit. Environ."},{"issue":"3","key":"S0218001422500471BIB022","doi-asserted-by":"crossref","first-page":"841","DOI":"10.1007\/s11760-021-02024-y","volume":"16","author":"Mathew M. P.","year":"2022","journal-title":"Signal Image Video Process."},{"issue":"9","key":"S0218001422500471BIB024","doi-asserted-by":"crossref","first-page":"2004","DOI":"10.3390\/rs14092004","volume":"14","author":"Qi X.","year":"2022","journal-title":"Remote Sens."},{"key":"S0218001422500471BIB025","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.91"},{"key":"S0218001422500471BIB026","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.690"},{"key":"S0218001422500471BIB028","first-page":"658","volume-title":"Proc. 2019 IEEE\/CVF Conf. Computer Vision and Pattern Recognition","author":"Rezatofighi H.","year":"2019"},{"key":"S0218001422500471BIB029","first-page":"1446","volume-title":"Proc. 2021 6th Int. Conf. Intelligent Computing and Signal Processing (ICSP)","author":"Shi X.","year":"2021"},{"issue":"09","key":"S0218001422500471BIB030","doi-asserted-by":"crossref","first-page":"1955010","DOI":"10.1142\/S0218001419550103","volume":"33","author":"Tabatabaei S. A. H.","year":"2019","journal-title":"Int. J. Pattern Recognit. Artif. Intell."},{"issue":"02","key":"S0218001422500471BIB031","doi-asserted-by":"crossref","first-page":"100","DOI":"10.36548\/jiip.2021.2.003","volume":"3","author":"Tripathi M.","year":"2021","journal-title":"J. Innov. Image Process."},{"key":"S0218001422500471BIB032","first-page":"390","volume-title":"Proc. 2020 IEEE\/CVF Conf. Computer Vision and Pattern Recognition Workshops","author":"Wang C.-Y.","year":"2020"},{"key":"S0218001422500471BIB033","doi-asserted-by":"crossref","first-page":"8846442","DOI":"10.1155\/2021\/8846442","volume":"2021","author":"Wang P.","year":"2021","journal-title":"Adv. Civ. Eng."},{"key":"S0218001422500471BIB034","first-page":"13","volume-title":"Proc. 2020 IEEE\/CVF Conf. Computer Vision and Pattern Recognition","author":"Wang Q.","year":"2020"},{"key":"S0218001422500471BIB035","first-page":"8440","volume-title":"Proc. 2019 IEEE\/CVF Int. Conf. Computer Vision","author":"Wang W.","year":"2019"},{"key":"S0218001422500471BIB036","doi-asserted-by":"crossref","first-page":"96","DOI":"10.1016\/j.patrec.2022.01.021","volume":"156","author":"Wu S.","year":"2022","journal-title":"Pattern Recognit. Lett."},{"key":"S0218001422500471BIB037","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"crossref","first-page":"203","DOI":"10.1007\/978-3-030-98002-3_15","volume-title":"CROWNCOM WiCON 2021: Cognitive Radio Oriented Wireless Networks and Wireless Internet","volume":"427","author":"Xie J.","year":"2022"},{"key":"S0218001422500471BIB038","doi-asserted-by":"publisher","DOI":"10.1002\/stc.2313"},{"issue":"9","key":"S0218001422500471BIB039","doi-asserted-by":"crossref","first-page":"1716","DOI":"10.3390\/sym13091716","volume":"13","author":"Yao G.","year":"2021","journal-title":"Symmetry"},{"issue":"4","key":"S0218001422500471BIB040","doi-asserted-by":"crossref","first-page":"389","DOI":"10.1111\/mice.12500","volume":"35","author":"Zhang C.","year":"2020","journal-title":"Comput.-Aided Civ. Infrastruct. Eng."},{"key":"S0218001422500471BIB041","first-page":"12993","volume-title":"Proc. AAAI Conf. Artificial Intelligence","volume":"34","author":"Zheng Z.","year":"2020"},{"key":"S0218001422500471BIB042","first-page":"6","volume-title":"Proc. 2021 IEEE Int. Conf. Power Electronics, Computer Applications (ICPECA)","author":"Zhou F.","year":"2021"}],"container-title":["International Journal of Pattern Recognition and Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218001422500471","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,10,5]],"date-time":"2024-10-05T10:34:40Z","timestamp":1728124480000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S0218001422500471"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12,10]]},"references-count":38,"journal-issue":{"issue":"15","published-print":{"date-parts":[[2022,12,15]]}},"alternative-id":["10.1142\/S0218001422500471"],"URL":"https:\/\/doi.org\/10.1142\/s0218001422500471","relation":{},"ISSN":["0218-0014","1793-6381"],"issn-type":[{"value":"0218-0014","type":"print"},{"value":"1793-6381","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,12,10]]},"article-number":"2250047"}}