{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T23:09:50Z","timestamp":1780355390288,"version":"3.54.1"},"reference-count":27,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2023,8,28]],"date-time":"2023-08-28T00:00:00Z","timestamp":1693180800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,8,28]],"date-time":"2023-08-28T00:00:00Z","timestamp":1693180800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/100022963","name":"Key Research and Development Program of Zhejiang Province","doi-asserted-by":"crossref","award":["LDT23F02023F02"],"award-info":[{"award-number":["LDT23F02023F02"]}],"id":[{"id":"10.13039\/100022963","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["SOCA"],"published-print":{"date-parts":[[2023,12]]},"DOI":"10.1007\/s11761-023-00374-8","type":"journal-article","created":{"date-parts":[[2023,8,28]],"date-time":"2023-08-28T07:02:36Z","timestamp":1693206156000},"page":"293-302","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Handwritten Chinese signature detection with simple Copy\u2013Paste augmentation on power plants technical documents"],"prefix":"10.1007","volume":"17","author":[{"given":"Ying","family":"Zhang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jian","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kaihong","family":"Yan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6118-6505","authenticated-orcid":false,"given":"Hongwei","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gaoang","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2023,8,28]]},"reference":[{"key":"374_CR1","unstructured":"amaljoseph (2021) Signature verification system using yolov5 and cyclegan. GitHub https:\/\/github.com\/amaljoseph\/Signature-Verification_System_using_YOLOv5-and-CycleGAN"},{"key":"374_CR2","doi-asserted-by":"crossref","unstructured":"Carion N, Massa F, Synnaeve G, et\u00a0al (2020) End-to-end object detection with transformers. In: European conference on computer vision, Springer, pp 213\u2013229","DOI":"10.1007\/978-3-030-58452-8_13"},{"key":"374_CR3","unstructured":"Chen K, Wang J, Pang J, et\u00a0al (2019) MMDetection: open mmlab detection toolbox and benchmark. arXiv preprint arXiv:1906.07155"},{"key":"374_CR4","doi-asserted-by":"publisher","unstructured":"Dwibedi D, Misra I, Hebert M (2017) Cut, paste and learn: Surprisingly easy synthesis for instance detection. In: Proceedings of the IEEE international conference on computer vision, pp 1301\u20131310. https:\/\/doi.org\/10.1109\/iccv.2017.146","DOI":"10.1109\/iccv.2017.146"},{"key":"374_CR5","doi-asserted-by":"publisher","unstructured":"Georgakis G, Mousavian A, Berg AC, et\u00a0al (2017) Synthesizing training data for object detection in indoor scenes. arXiv preprint arXiv:1702.07836https:\/\/doi.org\/10.15607\/rss.2017.xiii.043","DOI":"10.15607\/rss.2017.xiii.043"},{"key":"374_CR6","doi-asserted-by":"publisher","unstructured":"Girshick R (2015) Fast r-cnn. In: Proceedings of the IEEE international conference on computer vision, pp 1440\u20131448. https:\/\/doi.org\/10.1109\/ICCV.2015.169","DOI":"10.1109\/ICCV.2015.169"},{"key":"374_CR7","doi-asserted-by":"publisher","unstructured":"Gupta A, Vedaldi A, Zisserman A (2016) Synthetic data for text localisation in natural images. In: Proceedings of the IEEE conference on computer vision and pattern recognition, pp 2315\u20132324. https:\/\/doi.org\/10.1109\/cvpr.2016.254","DOI":"10.1109\/cvpr.2016.254"},{"key":"374_CR8","unstructured":"Hauri MR (2021) Detecting signatures in scanned document images. PhD thesis, Wien"},{"key":"374_CR9","doi-asserted-by":"publisher","unstructured":"Jocher G, Chaurasia A, Stoken A, et\u00a0al (2022) ultralytics\/yolov5: v7.0 - YOLOv5 SOTA realtime instance segmentation. https:\/\/doi.org\/10.5281\/zenodo.7347926","DOI":"10.5281\/zenodo.7347926"},{"key":"374_CR10","unstructured":"Jocher G, Chaurasia A, Qiu J (2023) YOLO by Ultralytics. https:\/\/github.com\/ultralytics\/ultralytics"},{"key":"374_CR11","doi-asserted-by":"crossref","unstructured":"Kirillov A, Mintun E, Ravi N, et\u00a0al (2023) Segment anything. arXiv preprint arXiv:2304.02643","DOI":"10.1109\/ICCV51070.2023.00371"},{"issue":"11","key":"374_CR12","doi-asserted-by":"publisher","first-page":"2278","DOI":"10.1109\/5.726791","volume":"86","author":"Y LeCun","year":"1998","unstructured":"LeCun Y, Bottou L, Bengio Y et al (1998) Gradient-based learning applied to document recognition. Proc IEEE 86(11):2278\u20132324. https:\/\/doi.org\/10.1109\/5.726791","journal-title":"Proc IEEE"},{"key":"374_CR13","doi-asserted-by":"publisher","unstructured":"Lewis D, Agam G, Argamon S, et\u00a0al (2006) Building a test collection for complex document information processing. In: Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval, pp 665\u2013666. https:\/\/doi.org\/10.1145\/1148170.1148307","DOI":"10.1145\/1148170.1148307"},{"key":"374_CR14","doi-asserted-by":"publisher","unstructured":"Lin TY, Maire M, Belongie S, et\u00a0al (2014) Microsoft coco: common objects in context. In: European conference on computer vision, Springer, pp 740\u2013755. https:\/\/doi.org\/10.1007\/978-3-319-10602-1_48","DOI":"10.1007\/978-3-319-10602-1_48"},{"key":"374_CR15","doi-asserted-by":"publisher","unstructured":"Lin TY, Goyal P, Girshick R, et\u00a0al (2017) Focal loss for dense object detection. In: Proceedings of the IEEE international conference on computer vision, pp 2980\u20132988. https:\/\/doi.org\/10.1109\/iccv.2017.324","DOI":"10.1109\/iccv.2017.324"},{"key":"374_CR16","unstructured":"Moore BE, Corso JJ (2020) Fiftyone. GitHub. https:\/\/github.com\/voxel51\/fiftyone"},{"key":"374_CR17","doi-asserted-by":"crossref","unstructured":"P\u00e9rez P, Gangnet M, Blake A (2003) Poisson image editing. In: ACM SIGGRAPH 2003 Papers. pp 313\u2013318","DOI":"10.1145\/1201775.882269"},{"key":"374_CR18","doi-asserted-by":"publisher","unstructured":"Redmon J, Farhadi A (2017) Yolo9000: better, faster, stronger. In: Proceedings of the IEEE conference on computer vision and pattern recognition, pp 7263\u20137271, https:\/\/doi.org\/10.1109\/cvpr.2017.690","DOI":"10.1109\/cvpr.2017.690"},{"key":"374_CR19","unstructured":"Redmon J, Farhadi A (2018) Yolov3: an incremental improvement. arXiv preprint arXiv:1804.02767"},{"key":"374_CR20","doi-asserted-by":"publisher","unstructured":"Redmon J, Divvala S, Girshick R, et\u00a0al (2016) You only look once: Unified, real-time object detection. In: Proceedings of the IEEE conference on computer vision and pattern recognition, pp 779\u2013788, https:\/\/doi.org\/10.1109\/cvpr.2016.91","DOI":"10.1109\/cvpr.2016.91"},{"key":"374_CR21","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2016.2577031","author":"S Ren","year":"2015","unstructured":"Ren S, He K, Girshick R et al (2015) Faster R-CNN: towards real-time object detection with region proposal networks. Adv Neural Inf Process Syst. https:\/\/doi.org\/10.1109\/TPAMI.2016.2577031","journal-title":"Adv Neural Inf Process Syst"},{"key":"374_CR22","doi-asserted-by":"publisher","unstructured":"Sekachev B, Manovich N, Zhiltsov M, et\u00a0al (2020) Opencv\/cvat: v1.1.0. https:\/\/doi.org\/10.5281\/zenodo.4009388","DOI":"10.5281\/zenodo.4009388"},{"key":"374_CR23","doi-asserted-by":"publisher","unstructured":"Sharma N, Mandal R, Sharma R, et\u00a0al (2018) Signature and logo detection using deep cnn for document image retrieval. In: 2018 16th international conference on frontiers in handwriting recognition (ICFHR), IEEE, pp 416\u2013422. https:\/\/doi.org\/10.1109\/icfhr-2018.2018.00079","DOI":"10.1109\/icfhr-2018.2018.00079"},{"issue":"2","key":"374_CR24","doi-asserted-by":"publisher","first-page":"154","DOI":"10.1007\/s11263-013-0620-5","volume":"104","author":"JR Uijlings","year":"2013","unstructured":"Uijlings JR, Van De Sande KE, Gevers T et al (2013) Selective search for object recognition. Int J Comput Vis 104(2):154\u2013171","journal-title":"Int J Comput Vis"},{"key":"374_CR25","unstructured":"Vaswani A, Shazeer N, Parmar N, et\u00a0al (2017) Attention is all you need. Adv Neural Inf Process Syst 30"},{"key":"374_CR26","doi-asserted-by":"publisher","unstructured":"Wang CY, Liao HYM, Wu YH, et\u00a0al (2020) Cspnet: a new backbone that can enhance learning capability of cnn. In: Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition workshops, pp 390\u2013391. https:\/\/doi.org\/10.1109\/cvprw50498.2020.00203","DOI":"10.1109\/cvprw50498.2020.00203"},{"key":"374_CR27","doi-asserted-by":"publisher","unstructured":"Yan K, Zhang Y, Tang H, et\u00a0al (2022) Signature detection, restoration, and verification: A novel chinese document signature forgery detection benchmark. In: Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition, pp 5163\u20135172. https:\/\/doi.org\/10.1109\/cvprw56347.2022.00564","DOI":"10.1109\/cvprw56347.2022.00564"}],"container-title":["Service Oriented Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11761-023-00374-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11761-023-00374-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11761-023-00374-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,10,26]],"date-time":"2024-10-26T22:54:42Z","timestamp":1729983282000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11761-023-00374-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,8,28]]},"references-count":27,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2023,12]]}},"alternative-id":["374"],"URL":"https:\/\/doi.org\/10.1007\/s11761-023-00374-8","relation":{},"ISSN":["1863-2386","1863-2394"],"issn-type":[{"value":"1863-2386","type":"print"},{"value":"1863-2394","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,8,28]]},"assertion":[{"value":"8 April 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"20 June 2023","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"7 August 2023","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"28 August 2023","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"All authors declared that they have no conflicts of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}},{"value":"All authors declared that they have informed each participant before collecting their signatures. And to ensure the anonymity of participants, the researchers used fake synthesized names rather than real names to form datasets. However, unavoidably, some real signed names were used in the analysis of Signature-Date experiment results. The relevant participants were informed that their real signatures would be used for presenting the results.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Informed consent"}}]}}