{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,14]],"date-time":"2026-05-14T03:59:20Z","timestamp":1778731160038,"version":"3.51.4"},"reference-count":28,"publisher":"Springer Science and Business Media LLC","issue":"6","license":[{"start":{"date-parts":[[2025,4,15]],"date-time":"2025-04-15T00:00:00Z","timestamp":1744675200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,4,15]],"date-time":"2025-04-15T00:00:00Z","timestamp":1744675200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100002338","name":"Ministry of Education of the People's Republic of China","doi-asserted-by":"publisher","award":["231106093071659"],"award-info":[{"award-number":["231106093071659"]}],"id":[{"id":"10.13039\/501100002338","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002338","name":"Ministry of Education of the People's Republic of China","doi-asserted-by":"publisher","award":["231106093071659"],"award-info":[{"award-number":["231106093071659"]}],"id":[{"id":"10.13039\/501100002338","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002338","name":"Ministry of Education of the People's Republic of China","doi-asserted-by":"publisher","award":["231106093071659"],"award-info":[{"award-number":["231106093071659"]}],"id":[{"id":"10.13039\/501100002338","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["SIViP"],"published-print":{"date-parts":[[2025,6]]},"DOI":"10.1007\/s11760-025-04093-9","type":"journal-article","created":{"date-parts":[[2025,4,15]],"date-time":"2025-04-15T13:44:58Z","timestamp":1744724698000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Brake disc defect detection method based on an improved multi-scale template matching algorithm"],"prefix":"10.1007","volume":"19","author":[{"ORCID":"https:\/\/orcid.org\/0009-0004-3354-3156","authenticated-orcid":false,"given":"Yang","family":"Yang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jun","family":"Guo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-5577-276X","authenticated-orcid":false,"given":"Cheng","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hui","family":"Qian","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pinglin","family":"Gu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,4,15]]},"reference":[{"issue":"13","key":"4093_CR1","doi-asserted-by":"publisher","first-page":"2","DOI":"10.1167\/18.13.2","volume":"18","author":"NJ Majaj","year":"2018","unstructured":"Majaj, N.J., Pelli, D.G.: Deep learning-using machine learning to study biological vision. J. Vis. 18(13), 2\u20132 (2018). https:\/\/doi.org\/10.1167\/18.13.2","journal-title":"J. Vis."},{"key":"4093_CR2","doi-asserted-by":"publisher","first-page":"179","DOI":"10.1016\/j.jmsy.2017.03.009","volume":"44","author":"S Lu","year":"2017","unstructured":"Lu, S., Xu, C., Zhong, R.Y., Wang, L.: A RFID-enabled positioning system in automated guided vehicle for smart factories. J. Manuf. Syst. 44, 179\u2013190 (2017). https:\/\/doi.org\/10.1016\/j.jmsy.2017.03.009","journal-title":"J. Manuf. Syst."},{"issue":"4","key":"4093_CR3","doi-asserted-by":"publisher","first-page":"886","DOI":"10.3390\/s17040886","volume":"17","author":"KY Huang","year":"2017","unstructured":"Huang, K.Y., Cheng, J.F.: A novel auto-sorting system for Chinese cabbage seeds. Sensors 17(4), 886\u2013886 (2017). https:\/\/doi.org\/10.3390\/s17040886","journal-title":"Sensors"},{"issue":"2","key":"4093_CR4","doi-asserted-by":"publisher","first-page":"417","DOI":"10.1007\/s11554-022-01195-2","volume":"19","author":"B Lin","year":"2022","unstructured":"Lin, B., Xue, X.Z., Li, Y., Shen, Q.: Learning correlation filter with fused feature and reliable response for real-time tracking. J. Real-Time Image Proc. 19(2), 417\u2013427 (2022). https:\/\/doi.org\/10.1007\/s11554-022-01195-2","journal-title":"J. Real-Time Image Proc."},{"issue":"2","key":"4093_CR5","doi-asserted-by":"publisher","first-page":"661","DOI":"10.1007\/s40684-021-00343-6","volume":"9","author":"ZH Ren","year":"2022","unstructured":"Ren, Z.H., Fang, F.Z., Yan, N., Wu, Y.: State of the art in defect detection based on machine vision. Int. J. Precis. Eng. Manuf. Green Technol. 9(2), 661\u2013691 (2022). https:\/\/doi.org\/10.1007\/s40684-021-00343-6","journal-title":"Int. J. Precis. Eng. Manuf. Green Technol."},{"issue":"4","key":"4093_CR6","doi-asserted-by":"publisher","first-page":"143","DOI":"10.16731\/j.cnki.1671-3133.2023.04.020","volume":"511","author":"ZQ Yang","year":"2023","unstructured":"Yang, Z.Q., Zhang, M.X., Chen, Y.S., Ping, E.X., Fang, Y., Lv, Y.L., Gao, Y.: Review of surface defect detection methods based on machine vision. Mod. Manuf. Eng. 511(4), 143\u2013156 (2023). https:\/\/doi.org\/10.16731\/j.cnki.1671-3133.2023.04.020","journal-title":"Mod. Manuf. Eng."},{"issue":"3","key":"4093_CR7","doi-asserted-by":"publisher","first-page":"8","DOI":"10.1109\/msp.2020.2971890","volume":"37","author":"J Edwards","year":"2020","unstructured":"Edwards, J.: Photo and video technologies target new frontiers: innovative imaging research enabled by signal processing is making cameras more powerful and versatile special reports. IEEE Signal Process. Mag. 37(3), 8\u201310 (2020). https:\/\/doi.org\/10.1109\/msp.2020.2971890","journal-title":"IEEE Signal Process. Mag."},{"issue":"7553","key":"4093_CR8","doi-asserted-by":"publisher","first-page":"436","DOI":"10.1038\/nature14539","volume":"521","author":"Y LeCun","year":"2015","unstructured":"LeCun, Y., Bengio, Y., Hinton, G.: Deep learning. Nature 521(7553), 436\u2013444 (2015). https:\/\/doi.org\/10.1038\/nature14539","journal-title":"Nature"},{"issue":"4","key":"4093_CR9","doi-asserted-by":"publisher","first-page":"1493","DOI":"10.1109\/TIM.2019.2915404","volume":"69","author":"Y He","year":"2020","unstructured":"He, Y., Song, K., Meng, Q., Yan, Y.: An end-to-end steel surface defect detection approach via fusing multiple hierarchical features. IEEE Trans. Instrum. Meas. 69(4), 1493\u20131504 (2020). https:\/\/doi.org\/10.1109\/TIM.2019.2915404","journal-title":"IEEE Trans. Instrum. Meas."},{"issue":"2","key":"4093_CR10","doi-asserted-by":"publisher","first-page":"361","DOI":"10.3233\/ida-215735","volume":"26","author":"H Ljubic","year":"2022","unstructured":"Ljubic, H., Martinovic, G., Volaric, T.: Augmenting data with generative adversarial networks: an overview. Intell. Data Anal. 26(2), 361\u2013378 (2022). https:\/\/doi.org\/10.3233\/ida-215735","journal-title":"Intell. Data Anal."},{"issue":"3","key":"4093_CR11","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3507639","volume":"21","author":"WT Lin","year":"2022","unstructured":"Lin, W.T., Cheng, H.Y., Yang, C.L., Lin, M.Y., Lien, K., Hu, H.W., Chang, H.S., Li, H.P., Chang, M.F., Tsou, Y.T., Nien, C.F.: DL-RSIM: a reliability and deployment strategy simulation framework for ReRAM-based CNN accelerators. ACM Trans. Embed. Comput. Syst. 21(3), 1\u201329 (2022). https:\/\/doi.org\/10.1145\/3507639","journal-title":"ACM Trans. Embed. Comput. Syst."},{"key":"4093_CR12","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1016\/j.compag.2018.07.032","volume":"153","author":"Z Iqbal","year":"2018","unstructured":"Iqbal, Z., Khan, M.A., Sharif, M., Shah, J.H., Ur Rehman, M.H., Javed, K.: An automated detection and classification of citrus plant diseases using image processing techniques: a review. Comput. Electron. Agric. 153, 12\u201332 (2018). https:\/\/doi.org\/10.1016\/j.compag.2018.07.032","journal-title":"Comput. Electron. Agric."},{"key":"4093_CR13","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s13640-018-0383-6","volume":"2018","author":"LN Zhang","year":"2018","unstructured":"Zhang, L.N., Zhang, L.J., Zhang, L.D.: Application research of digital media image processing technology based on wavelet transform. Eurasip J. Image Video Process. 2018, 1\u201310 (2018). https:\/\/doi.org\/10.1186\/s13640-018-0383-6","journal-title":"Eurasip J. Image Video Process."},{"key":"4093_CR14","doi-asserted-by":"publisher","first-page":"435","DOI":"10.1007\/978-3-031-58094-9_48","volume":"2","author":"E Barberi","year":"2023","unstructured":"Barberi, E., Cucinotta, F., Guglielmino, E., Salici, A., Sfravara, F.: A new method of point clouds processing for forensic comparison of cartridge cases. Int. Conf. Ital. Assoc. Des. Methods Tools Ind. Eng. 2, 435\u2013442 (2023). https:\/\/doi.org\/10.1007\/978-3-031-58094-9_48","journal-title":"Int. Conf. Ital. Assoc. Des. Methods Tools Ind. Eng."},{"issue":"22","key":"4093_CR15","doi-asserted-by":"publisher","first-page":"3757","DOI":"10.3390\/electronics11223757","volume":"11","author":"YD Zhang","year":"2022","unstructured":"Zhang, Y.D., Wang, W., Liu, Q., Guo, Z.H., Ji, Y.C.: Research on defect detection in automated fiber placement processes based on a multi-scale detector. Electronics 11(22), 3757 (2022)","journal-title":"Electronics"},{"issue":"2","key":"4093_CR16","doi-asserted-by":"publisher","first-page":"3","DOI":"10.7584\/JKTAPPI.2020.04.52.2.3","volume":"52","author":"S Wang","year":"2020","unstructured":"Wang, S., Xu, J., Wang, F., Ruan, S.: Identification and detection of surface defects of outer package printed matter based on machine vision. J. Korea TAPPI. 52(2), 3\u201311 (2020). https:\/\/doi.org\/10.7584\/JKTAPPI.2020.04.52.2.3","journal-title":"J. Korea TAPPI."},{"issue":"08","key":"4093_CR17","doi-asserted-by":"publisher","first-page":"143","DOI":"10.13436\/j.mkjx.201608058","volume":"37","author":"Q Zeng","year":"2016","unstructured":"Zeng, Q., Sun, J.: Brake disk defect detection using electromagnetic tomography. Coal Mine Mach. 37(08), 143\u2013146 (2016). https:\/\/doi.org\/10.13436\/j.mkjx.201608058","journal-title":"Coal Mine Mach."},{"key":"4093_CR18","unstructured":"Eckstein, W., Steger, C.: The Halcon vision system: an example for flexible software architecture. Proceedings of 3rd Japanese conference on practical applications of real-time image processing, pp 18\u201323 (1999)"},{"issue":"05","key":"4093_CR19","doi-asserted-by":"publisher","first-page":"1894","DOI":"10.13334\/j.0258-8013.pcsee.191520","volume":"41","author":"Y Yue","year":"2021","unstructured":"Yue, Y., Liu, Z., Wu, J., Miao, Y., Liu, X., Cui, Y.: Brake disk defect detection using electromagnetic tomography. Proceed. CSEE 41(05), 1894\u20131903 (2021). https:\/\/doi.org\/10.13334\/j.0258-8013.pcsee.191520","journal-title":"Proceed. CSEE"},{"issue":"5","key":"4093_CR20","doi-asserted-by":"publisher","first-page":"1283","DOI":"10.1049\/ipr2.13026","volume":"18","author":"J Guo","year":"2024","unstructured":"Guo, J., Yang, Y., Xiong, X., Yang, Y., Shao, M.: Brake disc positioning and defect detection method based on improved Canny operator. IET Image Proc. 18(5), 1283\u20131295 (2024). https:\/\/doi.org\/10.1049\/ipr2.13026","journal-title":"IET Image Proc."},{"issue":"24","key":"4093_CR21","doi-asserted-by":"publisher","first-page":"8176","DOI":"10.3390\/s21248176","volume":"21","author":"YM Han","year":"2021","unstructured":"Han, Y.M.: Reliable template matching for image detection in vision sensor systems. Sensors 21(24), 8176 (2021). https:\/\/doi.org\/10.3390\/s21248176","journal-title":"Sensors"},{"issue":"4","key":"4093_CR22","doi-asserted-by":"publisher","first-page":"4431","DOI":"10.3233\/jifs-179275","volume":"37","author":"P Wu","year":"2019","unstructured":"Wu, P., Li, W., Song, W.: Fast, accurate normalized cross-correlation image matching. J. Intell. Fuzzy Syst. 37(4), 4431\u20134436 (2019). https:\/\/doi.org\/10.3233\/jifs-179275","journal-title":"J. Intell. Fuzzy Syst."},{"issue":"3","key":"4093_CR23","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s11760-024-03306-x","volume":"18","author":"J Guo","year":"2024","unstructured":"Guo, J., Yang, Y., Chen, X.: Research on sub-pixel accuracy flange disk dimension measurement based on machine vision. SIViP 18(3), 1\u201311 (2024). https:\/\/doi.org\/10.1007\/s11760-024-03306-x","journal-title":"SIViP"},{"issue":"1","key":"4093_CR24","doi-asserted-by":"publisher","first-page":"168","DOI":"10.1016\/j.aci.2018.08.003","volume":"17","author":"A Tharwat","year":"2021","unstructured":"Tharwat, A.: Classification assessment methods. Appl. Comput. Inf. 17(1), 168\u2013192 (2021). https:\/\/doi.org\/10.1016\/j.aci.2018.08.003","journal-title":"Appl. Comput. Inf."},{"key":"4093_CR25","doi-asserted-by":"publisher","first-page":"68601","DOI":"10.1109\/access.2024.3399547","volume":"12","author":"Y Guo","year":"2024","unstructured":"Guo, Y., Zhang, X.C., Dong, Z.B.: Car brake disc surface defect detection based on improved YOLOv5. IEEE Access 12, 68601\u201368610 (2024). https:\/\/doi.org\/10.1109\/access.2024.3399547","journal-title":"IEEE Access"},{"key":"4093_CR26","doi-asserted-by":"publisher","unstructured":"Li, C., Li, L., Jiang, H., Weng, K., Geng, Y., Li, L., Ke, Z., Li, Q., Cheng, M., Nie, W.: YOLOv6: a single-stage object detection framework for industrial applications (2022). https:\/\/doi.org\/10.48550\/arXiv.2209.02976","DOI":"10.48550\/arXiv.2209.02976"},{"key":"4093_CR27","doi-asserted-by":"publisher","unstructured":"Wang, C.Y., Bochkovskiy, A., Liao, H.Y.M.: YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors. Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition. pp 7464\u20137475 (2023) https:\/\/doi.org\/10.48550\/arXiv.2207.02696","DOI":"10.48550\/arXiv.2207.02696"},{"issue":"08","key":"4093_CR28","doi-asserted-by":"publisher","first-page":"128","DOI":"10.16107\/j.cnki.mmte.2024.0537","volume":"60","author":"X Zhang","year":"2024","unstructured":"Zhang, X.: Detection of surface wear defects in precision mechanical parts based on machine vision. Mod. Manuf. Technol. Equipmen. 60(08), 128\u2013131 (2024). https:\/\/doi.org\/10.16107\/j.cnki.mmte.2024.0537","journal-title":"Mod. Manuf. Technol. Equipmen."}],"container-title":["Signal, Image and Video Processing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11760-025-04093-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11760-025-04093-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11760-025-04093-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,19]],"date-time":"2025-05-19T10:37:25Z","timestamp":1747651045000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11760-025-04093-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,4,15]]},"references-count":28,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2025,6]]}},"alternative-id":["4093"],"URL":"https:\/\/doi.org\/10.1007\/s11760-025-04093-9","relation":{},"ISSN":["1863-1703","1863-1711"],"issn-type":[{"value":"1863-1703","type":"print"},{"value":"1863-1711","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,4,15]]},"assertion":[{"value":"14 December 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 February 2025","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 March 2025","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"15 April 2025","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}],"article-number":"484"}}