{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,14]],"date-time":"2025-05-14T02:42:49Z","timestamp":1747190569151,"version":"3.40.5"},"reference-count":29,"publisher":"Wiley","license":[{"start":{"date-parts":[[2021,3,2]],"date-time":"2021-03-02T00:00:00Z","timestamp":1614643200000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Yellow River Engineering Consulting Co","award":["No. 2019-ky11"],"award-info":[{"award-number":["No. 2019-ky11"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Scientific Programming"],"published-print":{"date-parts":[[2021,3,2]]},"abstract":"<jats:p>In this paper, we study a task of slope collapse detection (SCD) for river embankment and formulate it as the tasks of motion detection and image recognition. Specifically, we introduce an SCD method based on motion detection and image recognition technologies to help inspector attendants detect the slope collapse. In this method, we use the foreground motion detection algorithm to identify the slope collapse of the scene of the river embankment. Since the moving targets in the foreground may not only be the slope collapse but also maybe some biology, we further use the image feature extraction and image recognition technology to recognize the foreground motion area, thus eliminating the influence of the biology on the detection results. Experimental results on the relevant scene data show that the proposed method can identify the slope collapse in real-time, and can effectively eliminate the motion interference of the biology, which has a high practical value.<\/jats:p>","DOI":"10.1155\/2021\/5565329","type":"journal-article","created":{"date-parts":[[2021,3,3]],"date-time":"2021-03-03T02:35:06Z","timestamp":1614738906000},"page":"1-9","source":"Crossref","is-referenced-by-count":1,"title":["Slope Collapse Detection Based on Image Processing"],"prefix":"10.1155","volume":"2021","author":[{"given":"Xin-Dai","family":"An","sequence":"first","affiliation":[{"name":"Yellow River Engineering Consulting Co., Ltd., ZhengZhou 450003, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiang-Wen","family":"Xie","sequence":"additional","affiliation":[{"name":"Yellow River Engineering Consulting Co., Ltd., ZhengZhou 450003, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6818-1886","authenticated-orcid":true,"given":"Di","family":"Wu","sequence":"additional","affiliation":[{"name":"Yellow River Engineering Consulting Co., Ltd., ZhengZhou 450003, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3007-0424","authenticated-orcid":true,"given":"Ke-Feng","family":"Song","sequence":"additional","affiliation":[{"name":"Yellow River Engineering Consulting Co., Ltd., ZhengZhou 450003, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1016\/j.enggeo.2016.06.023"},{"issue":"2","key":"2","first-page":"97","article-title":"The effects of river embankment and forest fragmentation on the plant species richness and composition of floodplain forests in the meuse valley, Belgium","volume":"136","author":"K. Van Looy","year":"2003","journal-title":"Belgian Journal of Botany"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.2174\/2213275910801030219"},{"volume-title":"Support Vector Machines Applications","year":"2014","author":"A. Christmann","key":"4"},{"first-page":"221","article-title":"Color histogram features based image classification in content-based image retrieval systems","author":"S. Sergyan","key":"5"},{"first-page":"7","article-title":"Local gradient histogram features for word spotting in unconstrained handwritten documents","author":"J. A. Rodriguez","key":"6"},{"first-page":"3099","article-title":"Background subtraction techniques: a review","author":"M. Piccardi","key":"7"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2015.11.002"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1016\/j.csda.2007.10.024"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.1016\/j.rti.2004.12.004"},{"issue":"6","key":"11","doi-asserted-by":"crossref","first-page":"1709","DOI":"10.1109\/TIP.2010.2101613","article-title":"ViBe: a universal background subtraction algorithm for video sequences","volume":"20","author":"O. Barnich","year":"2010","journal-title":"IEEE Transactions on Image Processing"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2017.01.025"},{"article-title":"Video shot boundary detection based on color histogram TRECVID","year":"2003","author":"J. Mas","key":"13"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1016\/j.compag.2017.04.008"},{"article-title":"Segmentation and histogram generation using the HSV color space for image retrieval","author":"S. Sural","key":"15","doi-asserted-by":"crossref","DOI":"10.1109\/ICIP.2002.1040019"},{"first-page":"04","article-title":"Image blending in vista creation using Kekre\u2019s LUV color space","author":"H. B. Kekre","key":"16"},{"volume-title":"Photoshop LAB Color: The Canyon Conundrum and Other Adventures in the Most Powerful Colorspace","year":"2005","author":"D. Margulis","key":"17"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2009.10.010"},{"first-page":"1203","article-title":"Texture enhanced image denoising via gradient histogram preservation","author":"W. Zuo","key":"19"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1016\/s1007-0214(11)70032-3"},{"key":"21","doi-asserted-by":"publisher","DOI":"10.1504\/ijdmb.2017.086441"},{"key":"22","doi-asserted-by":"publisher","DOI":"10.1023\/a:1018628609742"},{"key":"23","doi-asserted-by":"crossref","first-page":"1122","DOI":"10.1109\/TCBB.2016.2610967","article-title":"Classification of protein structure classes on flexible neutral tree","volume":"14","author":"W. Bao","year":"2016","journal-title":"IEEE\/ACM Transactions on Computational Biology and Bioinformatics"},{"first-page":"276","article-title":"An improved training algorithm for support vector machines Neural networks for signal processing VII","author":"E. Osuna","key":"24"},{"key":"25","first-page":"368","article-title":"Semi-supervised support vector machines","volume":"11","author":"K. P. Bennett","year":"1999","journal-title":"Advances in Neural Information Processing Systems"},{"issue":"1","key":"26","first-page":"1","article-title":"Data classification using support vector machine","volume":"12","author":"K. S. Durgesh","year":"2010","journal-title":"Journal of Theoretical and Applied Information Technology"},{"issue":"1","key":"27","first-page":"32","article-title":"Introduction to statistical learning theory and support vector machines","volume":"26","author":"Z. Xuegong","year":"2000","journal-title":"Acta Automatica Sinica"},{"key":"28","first-page":"2825","article-title":"Scikit-learn: machine learning in Python","volume":"12","author":"F. Pedregosa","year":"2011","journal-title":"The Journal of Machine Learning Research"},{"issue":"5","key":"29","doi-asserted-by":"crossref","first-page":"1453","DOI":"10.1109\/TCBB.2017.2752703","article-title":"Mutli-features prediction of protein translational modification sites","volume":"15","author":"W. Bao","year":"2017","journal-title":"IEEE\/ACM Transactions on Computational Biology and Bioinformatics"}],"container-title":["Scientific Programming"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2021\/5565329.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2021\/5565329.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2021\/5565329.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,3,3]],"date-time":"2021-03-03T02:35:21Z","timestamp":1614738921000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/sp\/2021\/5565329\/"}},"subtitle":[],"editor":[{"given":"Wenzheng","family":"Bao","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2021,3,2]]},"references-count":29,"alternative-id":["5565329","5565329"],"URL":"https:\/\/doi.org\/10.1155\/2021\/5565329","relation":{},"ISSN":["1875-919X","1058-9244"],"issn-type":[{"type":"electronic","value":"1875-919X"},{"type":"print","value":"1058-9244"}],"subject":[],"published":{"date-parts":[[2021,3,2]]}}}