{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,31]],"date-time":"2025-12-31T08:02:29Z","timestamp":1767168149883,"version":"build-2238731810"},"reference-count":25,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2021,5,12]],"date-time":"2021-05-12T00:00:00Z","timestamp":1620777600000},"content-version":"vor","delay-in-days":131,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61973180"],"award-info":[{"award-number":["61973180"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Complexity"],"published-print":{"date-parts":[[2021,1]]},"abstract":"<jats:p>Aiming at the problem that the embedded platform cannot meet the real\u2010time detection of multisource images, this paper proposes a lightweight target detection network MNYOLO (MobileNet\u2010YOLOv4\u2010tiny) suitable for embedded platforms using deep separable convolution instead of standard convolution to reduce the number of model parameters and calculations; at the same time, the visible light target detection model is used as the pretraining model of the infrared target detection model and the infrared target data set collected on the spot is fine\u2010tuned to obtain the infrared target detection model. On this basis, a decision\u2010level fusion detection model is obtained to realize the complementary information of infrared and visible light multiband information. The experimental results show that it has a more obvious advantage in detection accuracy than the single\u2010band target detection model while the decision\u2010level fusion target detection model meets the real\u2010time requirements and also verifies the effectiveness of the above algorithm.<\/jats:p>","DOI":"10.1155\/2021\/9935621","type":"journal-article","created":{"date-parts":[[2021,5,12]],"date-time":"2021-05-12T14:06:29Z","timestamp":1620828389000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["[Retracted] Research on Dual Mode Target Detection Algorithm for Embedded Platform"],"prefix":"10.1155","volume":"2021","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0842-9536","authenticated-orcid":false,"given":"Li","family":"Zhang","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7539-5970","authenticated-orcid":false,"given":"Shaoqiang","family":"Wang","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9338-3797","authenticated-orcid":false,"given":"Hongwei","family":"Sun","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8228-7436","authenticated-orcid":false,"given":"Yifan","family":"Wang","sequence":"additional","affiliation":[]}],"member":"311","published-online":{"date-parts":[[2021,5,12]]},"reference":[{"key":"e_1_2_10_1_2","first-page":"20","article-title":"Data link system and technology","volume":"71","author":"Zhao Z. Y.","year":"2015","journal-title":"Publishing House of Electronics Industry of China"},{"key":"e_1_2_10_2_2","volume-title":"Research on Recognition Algorithm of Link16 Data Link Signal","author":"Li G. X.","year":"2014"},{"key":"e_1_2_10_3_2","first-page":"531","article-title":"Blind compressed sensing estimation of non-cooperative frequency hopping signal parameters","volume":"5","author":"Chen Y.","year":"2016","journal-title":"Journal of Radar"},{"key":"e_1_2_10_4_2","volume-title":"Frequency Hopping Signal Detection and Parameter Estimation Technique Based on Time-Frequency Analysis","author":"Lv C. J.","year":"2015"},{"key":"e_1_2_10_5_2","first-page":"200","article-title":"Application and performance analysis of RS coding in mobile communication","volume":"55","author":"Zeng Y.","year":"2015","journal-title":"Shandong Industrial Technology"},{"key":"e_1_2_10_6_2","first-page":"72","article-title":"Research on anti-interference soft spread spectrum algorithm for measurement and control communication","volume":"31","author":"Song Q. P.","year":"2016","journal-title":"Aerospace Control"},{"key":"e_1_2_10_7_2","doi-asserted-by":"publisher","DOI":"10.4028\/www.scientific.net\/AMM.530-531.764"},{"key":"e_1_2_10_8_2","first-page":"74","article-title":"Research and design of MSK modem","volume":"20","author":"Chen X. H.","year":"2018","journal-title":"Journal of Chinese New Communications"},{"key":"e_1_2_10_9_2","first-page":"774","article-title":"Design of lightweight convolutional neural network based on Mobile Net and YOLOv3","volume":"50","author":"Shao W. P.","year":"2012","journal-title":"Computer Applications"},{"key":"e_1_2_10_10_2","first-page":"59","article-title":"Blind estimation algorithm for frequency hopping parameters based on STFT and SPWVD","volume":"32","author":"Fu W. H.","year":"2014","journal-title":"Journal of Huazhong University of Science and Technology"},{"key":"e_1_2_10_11_2","first-page":"35","article-title":"Frequency hopping signal detection based on STFT","volume":"71","author":"Qi Y.","year":"2013","journal-title":"Research on Telecommunication Technology"},{"key":"e_1_2_10_12_2","first-page":"32","article-title":"Design of frequency hopping signal detection system based on STFT","volume":"5","author":"He J.","year":"2015","journal-title":"Vehicle and Power Technology"},{"key":"e_1_2_10_13_2","unstructured":"LiW. C. TianZ. W. WangB. andTangQ. Edge detection method based on short time Fourier transform data link signal 2016."},{"key":"e_1_2_10_14_2","volume-title":"Analysis and Research on Multi-Signal Modulation Recognition Technology","author":"Wang X. C.","year":"2015"},{"key":"e_1_2_10_15_2","first-page":"453","article-title":"Anovel method for automatic modulation recognition","volume":"71","author":"E Sherme A.","year":"2011","journal-title":"Applied Soft Computing Journal"},{"key":"e_1_2_10_16_2","first-page":"1258","article-title":"A method for blind recogni- tion of orthogonal space-time block coding(STBC) using higher-order cumulants","volume":"44","author":"Zhang L. M.","year":"2016","journal-title":"Acta Electronica Sinica"},{"key":"e_1_2_10_17_2","volume-title":"Digital Modulation Signal Recognition Based on Higher Order Cumulant and Spectral Analysis","author":"Sun R. F.","year":"2016"},{"key":"e_1_2_10_18_2","doi-asserted-by":"publisher","DOI":"10.1002\/oca.2326"},{"key":"e_1_2_10_19_2","doi-asserted-by":"publisher","DOI":"10.1109\/tip.2018.2881828"},{"key":"e_1_2_10_20_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.optlaseng.2015.03.006"},{"key":"e_1_2_10_21_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-017-06837-1"},{"key":"e_1_2_10_22_2","doi-asserted-by":"publisher","DOI":"10.1007\/s11390-020-0350-4"},{"key":"e_1_2_10_23_2","doi-asserted-by":"publisher","DOI":"10.1364\/ol.391823"},{"key":"e_1_2_10_24_2","doi-asserted-by":"publisher","DOI":"10.1109\/tip.2015.2491020"},{"key":"e_1_2_10_25_2","doi-asserted-by":"publisher","DOI":"10.23919\/jcc.2020.03.011"}],"updated-by":[{"DOI":"10.1155\/2024\/9874354","type":"retraction","label":"Retraction","source":"retraction-watch","updated":{"date-parts":[[2024,1,31]],"date-time":"2024-01-31T00:00:00Z","timestamp":1706659200000},"record-id":"56735"},{"DOI":"10.1155\/2024\/9874354","type":"retraction","label":"Retraction","source":"publisher","updated":{"date-parts":[[2024,1,31]],"date-time":"2024-01-31T00:00:00Z","timestamp":1706659200000}}],"container-title":["Complexity"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/complexity\/2021\/9935621.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/complexity\/2021\/9935621.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1155\/2021\/9935621","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,9]],"date-time":"2024-08-09T17:50:51Z","timestamp":1723225851000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1155\/2021\/9935621"}},"subtitle":[],"editor":[{"given":"Zhihan","family":"Lv","sequence":"additional","affiliation":[]}],"short-title":[],"issued":{"date-parts":[[2021,1]]},"references-count":25,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2021,1]]}},"alternative-id":["10.1155\/2021\/9935621"],"URL":"https:\/\/doi.org\/10.1155\/2021\/9935621","archive":["Portico"],"relation":{},"ISSN":["1076-2787","1099-0526"],"issn-type":[{"value":"1076-2787","type":"print"},{"value":"1099-0526","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,1]]},"assertion":[{"value":"2021-03-31","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-05-02","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-05-12","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"9935621"}}