{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,28]],"date-time":"2026-03-28T07:11:12Z","timestamp":1774681872905,"version":"3.50.1"},"publisher-location":"Singapore","reference-count":18,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819698905","type":"print"},{"value":"9789819698912","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025]]},"DOI":"10.1007\/978-981-96-9891-2_27","type":"book-chapter","created":{"date-parts":[[2025,7,25]],"date-time":"2025-07-25T05:46:10Z","timestamp":1753422370000},"page":"317-328","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["UniDet: A Unified Multi-head Approach for Enhanced Detection of Static Road Traffic Targets"],"prefix":"10.1007","author":[{"given":"Xiubo","family":"Liang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hongzhi","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bo","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jinxing","family":"Han","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tanghu","family":"Feng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qifei","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,7,26]]},"reference":[{"key":"27_CR1","doi-asserted-by":"crossref","unstructured":"Behrendt, K., Novak, L., Botros, R.: A deep learning approach to traffic lights: Detection, tracking, and classification. In: 2017 IEEE International Conference on Robotics and Automation (ICRA), pp. 1370--1377. IEEE (2017)","DOI":"10.1109\/ICRA.2017.7989163"},{"key":"27_CR2","doi-asserted-by":"publisher","first-page":"303","DOI":"10.1007\/s11263-009-0275-4","volume":"88","author":"M Everingham","year":"2010","unstructured":"Everingham, M., Gool, L.V., Williams, C.K., Winn, J., Zisserman, A.: The pascal visual object classes (voc) challenge. Int. J. Comput. Vision 88, 303\u2013338 (2010)","journal-title":"Int. J. Comput. Vision"},{"key":"27_CR3","unstructured":"Ghafir, I., Svoboda, J., Prenosil, V., et~al.: A survey on botnet command and control traffic detection. Int. J. Adv. Comput. Netw. Secur. (IJCNS) 5(2), 75--80 (2015)"},{"key":"27_CR4","doi-asserted-by":"crossref","unstructured":"Houben, S., Stallkamp, J., Salmen, J., Schlipsing, M., Igel, C.: Detection of traffic signs in real-world images: the German traffic sign detection benchmark. In: The 2013 International Joint Conference on Neural Networks (IJCNN), pp.~1--8. IEEE (2013)","DOI":"10.1109\/IJCNN.2013.6706807"},{"key":"27_CR5","doi-asserted-by":"crossref","unstructured":"Huang, X., Cheng, X., Geng, Q., Cao, B., Zhou, D., Wang, P., Lin, Y., Yang, R.: The apolloscape dataset for autonomous driving. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, pp. 954--960 (2018)","DOI":"10.1109\/CVPRW.2018.00141"},{"key":"27_CR6","doi-asserted-by":"publisher","first-page":"128837","DOI":"10.1109\/ACCESS.2019.2939201","volume":"7","author":"L Jiao","year":"2019","unstructured":"Jiao, L., et al.: A survey of deep learning-based object detection. IEEE Access 7, 128837\u2013128868 (2019)","journal-title":"IEEE Access"},{"key":"27_CR7","doi-asserted-by":"crossref","unstructured":"Kopsiaftis, G., Karantzalos, K.: Vehicle detection and traffic density monitoring from very high resolution satellite video data. In: 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 1881--1884. IEEE (2015)","DOI":"10.1109\/IGARSS.2015.7326160"},{"key":"27_CR8","doi-asserted-by":"crossref","unstructured":"Levinson, J., et~al.: Towards fully autonomous driving: systems and algorithms. In: 2011 IEEE Intelligent Vehicles Symposium (IV), pp. 163--168. IEEE (2011)","DOI":"10.1109\/IVS.2011.5940562"},{"issue":"8","key":"27_CR9","doi-asserted-by":"publisher","first-page":"3919","DOI":"10.1109\/TIP.2016.2579306","volume":"25","author":"X Li","year":"2016","unstructured":"Li, X., et al.: Deepsaliency: Multi-task deep neural network model for salient object detection. IEEE Trans. Image Process. 25(8), 3919\u20133930 (2016)","journal-title":"IEEE Trans. Image Process."},{"key":"27_CR10","doi-asserted-by":"crossref","unstructured":"Liang, M., Yang, B., Chen, Y., Hu, R., Urtasun, R.: Multi-task multi-sensor fusion for 3d object detection. In: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition, pp. 7345--7353 (2019)","DOI":"10.1109\/CVPR.2019.00752"},{"key":"27_CR11","doi-asserted-by":"crossref","unstructured":"Lin, T.Y., et al.: Microsoft coco: common objects in context. In: Computer Vision\u2013ECCV 2014: Proceedings, Part V, pp. 740--755. Springer (2014)","DOI":"10.1007\/978-3-319-10602-1_48"},{"key":"27_CR12","doi-asserted-by":"crossref","unstructured":"Mikic, I., Cosman, P.C., Kogut, G.T., Trivedi, M.M.: Moving shadow and object detection in traffic scenes. In: Proceedings 15th International Conference on Pattern Recognition (ICPR-2000), vol.~1, pp. 321--324. IEEE (2000)","DOI":"10.1109\/ICPR.2000.905341"},{"issue":"4","key":"27_CR13","doi-asserted-by":"publisher","first-page":"1484","DOI":"10.1109\/TITS.2012.2209421","volume":"13","author":"A Mogelmose","year":"2012","unstructured":"Mogelmose, A., Trivedi, M.M., Moeslund, T.B.: Vision-based traffic sign detection and analysis for intelligent driver assistance systems: Perspectives and survey. IEEE Trans. Intell. Transp. Syst. 13(4), 1484\u20131497 (2012)","journal-title":"IEEE Trans. Intell. Transp. Syst."},{"key":"27_CR14","doi-asserted-by":"crossref","unstructured":"Wang, H., Liang, X., Zhang, T., Gu, Y., Geng, W.: PSSD-Transformer: powerful sparse spike-driven transformer for image semantic segmentation. In: Proceedings of the 32nd ACM International Conference on Multimedia, pp. 758--767 (2024)","DOI":"10.1145\/3664647.3680870"},{"key":"27_CR15","doi-asserted-by":"publisher","first-page":"23729","DOI":"10.1007\/s11042-020-08976-6","volume":"79","author":"Y Xiao","year":"2020","unstructured":"Xiao, Y., et al.: A review of object detection based on deep learning. Multimedia Tools Appl. 79, 23729\u201323791 (2020)","journal-title":"Multimedia Tools Appl."},{"key":"27_CR16","doi-asserted-by":"publisher","first-page":"58443","DOI":"10.1109\/ACCESS.2020.2983149","volume":"8","author":"E Yurtsever","year":"2020","unstructured":"Yurtsever, E., Lambert, J., Carballo, A., Takeda, K.: A survey of autonomous driving: common practices and emerging technologies. IEEE Access 8, 58443\u201358469 (2020)","journal-title":"IEEE Access"},{"key":"27_CR17","doi-asserted-by":"publisher","DOI":"10.1016\/j.dsp.2022.103514","volume":"126","author":"SSA Zaidi","year":"2022","unstructured":"Zaidi, S.S.A., Ansari, M.S., Aslam, A., Kanwal, N., Asghar, M., Lee, B.: A survey of modern deep learning based object detection models. Digit. Signal Process. 126, 103514 (2022)","journal-title":"Digit. Signal Process."},{"key":"27_CR18","doi-asserted-by":"crossref","unstructured":"Zhang, Z., Luo, P., Loy, C.C., Tang, X.: Facial landmark detection by deep multi-task learning. In: Computer Vision\u2013ECCV 2014: Proceedings, Part VI, pp. 94--108. Springer (2014)","DOI":"10.1007\/978-3-319-10599-4_7"}],"container-title":["Lecture Notes in Computer Science","Advanced Intelligent Computing Technology and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-96-9891-2_27","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,28]],"date-time":"2026-03-28T06:05:16Z","timestamp":1774677916000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-96-9891-2_27"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9789819698905","9789819698912"],"references-count":18,"URL":"https:\/\/doi.org\/10.1007\/978-981-96-9891-2_27","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"26 July 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICIC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Intelligent Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Ningbo","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 July 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"29 July 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"21","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icic2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.ic-icc.cn\/icg\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}