{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,17]],"date-time":"2026-03-17T00:01:47Z","timestamp":1773705707001,"version":"3.50.1"},"publisher-location":"Cham","reference-count":33,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319736020","type":"print"},{"value":"9783319736037","type":"electronic"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1007\/978-3-319-73603-7_27","type":"book-chapter","created":{"date-parts":[[2018,1,12]],"date-time":"2018-01-12T04:13:02Z","timestamp":1515730382000},"page":"329-341","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":30,"title":["LOCO: Local Context Based Faster R-CNN for Small Traffic Sign Detection"],"prefix":"10.1007","author":[{"given":"Peng","family":"Cheng","sequence":"first","affiliation":[]},{"given":"Wu","family":"Liu","sequence":"additional","affiliation":[]},{"given":"Yifan","family":"Zhang","sequence":"additional","affiliation":[]},{"given":"Huadong","family":"Ma","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2018,1,13]]},"reference":[{"key":"27_CR1","doi-asserted-by":"crossref","unstructured":"Bell, S., Zitnick, C.L., Bala, K., Girshick, R.: Inside-outside net: detecting objects in context with skip pooling and recurrent neural networks. In: IEEE CVPR, pp. 2874\u20132883 (2016)","DOI":"10.1109\/CVPR.2016.314"},{"key":"27_CR2","doi-asserted-by":"crossref","unstructured":"Dai, J., He, K., Sun, J.: Instance-aware semantic segmentation via multi-task network cascades. In: IEEE CVPR, pp. 3150\u20133158 (2016)","DOI":"10.1109\/CVPR.2016.343"},{"key":"27_CR3","unstructured":"Dai, J., Li, Y., He, K., Sun, J.: R-FCN: object detection via region-based fully convolutional networks. In: NIPS, pp. 379\u2013387 (2016)"},{"key":"27_CR4","doi-asserted-by":"crossref","first-page":"303","DOI":"10.1007\/s11263-009-0275-4","volume":"88","author":"M Everingham","year":"2010","unstructured":"Everingham, M.: The Pascal visual object classes (VOC) challenge. Int. J. Comput. Vis. 88, 303\u2013338 (2010)","journal-title":"Int. J. Comput. Vis."},{"key":"27_CR5","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"234","DOI":"10.1007\/978-3-319-14445-0_21","volume-title":"MultiMedia Modeling","author":"W Fang","year":"2015","unstructured":"Fang, W., Chen, J., Liang, C., Wang, X., Nan, Y., Hu, R.: Object detection in low-resolution image via sparse representation. In: He, X., Luo, S., Tao, D., Xu, C., Yang, J., Hasan, M.A. (eds.) MMM 2015 Part I. LNCS, vol. 8935, pp. 234\u2013245. Springer, Cham (2015). https:\/\/doi.org\/10.1007\/978-3-319-14445-0_21"},{"key":"27_CR6","doi-asserted-by":"crossref","unstructured":"Girshick, R.: Fast R-CNN. In: IEEE ICCV, pp. 1440\u20131448 (2015)","DOI":"10.1109\/ICCV.2015.169"},{"key":"27_CR7","doi-asserted-by":"crossref","unstructured":"Girshick, R., Donahue, J., Darrell, T., Malik, J.: Rich feature hierarchies for accurate object detection and semantic segmentation. In: IEEE CVPR, pp. 580\u2013587 (2014)","DOI":"10.1109\/CVPR.2014.81"},{"key":"27_CR8","unstructured":"Haloi, M.: A novel pLSA based traffic signs classification system. CoRR 1503.06643 (2015)"},{"key":"27_CR9","doi-asserted-by":"crossref","first-page":"1904","DOI":"10.1109\/TPAMI.2015.2389824","volume":"37","author":"K He","year":"2015","unstructured":"He, K., Zhang, X., Ren, S., Sun, J.: Spatial pyramid pooling in deep convolutional networks for visual recognition. IEEE Trans. Pattern Anal. Mach. Intell. 37, 1904\u20131916 (2015)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"27_CR10","doi-asserted-by":"crossref","unstructured":"He, K., Zhang, X., Ren, S., Sun, J.: Deep residual learning for image recognition, pp. 770\u2013778 (2016)","DOI":"10.1109\/CVPR.2016.90"},{"key":"27_CR11","doi-asserted-by":"crossref","unstructured":"Huang, J., Rathod, V., Sun, C., Zhu, M., Korattikara, A., Fathi, A., Fischer, I., Wojna, Z., Song, Y., Guadarrama, S., Murphy, K.: Speed\/accuracy trade-offs for modern convolutional object detectors. CoRR 1611.10012 (2016)","DOI":"10.1109\/CVPR.2017.351"},{"key":"27_CR12","doi-asserted-by":"crossref","first-page":"1991","DOI":"10.1109\/TITS.2014.2308281","volume":"15","author":"J Jin","year":"2014","unstructured":"Jin, J., Fu, K., Zhang, C.: Traffic sign recognition with hinge loss trained convolutional neural networks. IEEE Trans. Intell. Transp. Syst. 15, 1991\u20132000 (2014)","journal-title":"IEEE Trans. Intell. Transp. Syst."},{"key":"27_CR13","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"268","DOI":"10.1007\/978-3-642-12101-2_28","volume-title":"Intelligent Information and Database Systems","author":"TT Le","year":"2010","unstructured":"Le, T.T., Tran, S.T., Mita, S., Nguyen, T.D.: Real time traffic sign detection using color and shape-based features. In: Nguyen, N.T., Le, M.T., \u015awi\u0105tek, J. (eds.) ACIIDS 2010 Part II. LNCS (LNAI), vol. 5991, pp. 268\u2013278. Springer, Heidelberg (2010). https:\/\/doi.org\/10.1007\/978-3-642-12101-2_28"},{"key":"27_CR14","doi-asserted-by":"crossref","unstructured":"Li, J., Liang, X., Wei, Y., Xu, T., Feng, J., Yan, S.: Perceptual generative adversarial networks for small object detection. CoRR 1706.05274 (2017)","DOI":"10.1109\/CVPR.2017.211"},{"key":"27_CR15","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"740","DOI":"10.1007\/978-3-319-10602-1_48","volume-title":"Computer Vision \u2013 ECCV 2014","author":"T-Y Lin","year":"2014","unstructured":"Lin, T.-Y., Maire, M., Belongie, S., Hays, J., Perona, P., Ramanan, D., Doll\u00e1r, P., Zitnick, C.L.: Microsoft COCO: common objects in context. In: Fleet, D., Pajdla, T., Schiele, B., Tuytelaars, T. (eds.) ECCV 2014 Part V. LNCS, vol. 8693, pp. 740\u2013755. Springer, Cham (2014). https:\/\/doi.org\/10.1007\/978-3-319-10602-1_48"},{"key":"27_CR16","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1007\/978-3-319-46448-0_2","volume-title":"Computer Vision \u2013 ECCV 2016","author":"W Liu","year":"2016","unstructured":"Liu, W., Anguelov, D., Erhan, D., Szegedy, C., Reed, S., Fu, C.-Y., Berg, A.C.: SSD: single shot multibox detector. In: Leibe, B., Matas, J., Sebe, N., Welling, M. (eds.) ECCV 2016 Part I. LNCS, vol. 9905, pp. 21\u201337. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-46448-0_2"},{"key":"27_CR17","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1186\/s13640-017-0167-4","volume":"2017","author":"W Liu","year":"2017","unstructured":"Liu, W., Ma, H., Qi, H., Zhao, D., Chen, Z.: Deep learning hashing for mobile visual search. EURASIP J. Image Video Process. 2017, 17 (2017)","journal-title":"EURASIP J. Image Video Process."},{"key":"27_CR18","doi-asserted-by":"crossref","unstructured":"Liu, W., Mei, T., Zhang, Y., Che, C., Luo, J.: Multi-task deep visual-semantic embedding for video thumbnail selection. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 3707\u20133715 (2015)","DOI":"10.1109\/CVPR.2015.7298994"},{"key":"27_CR19","doi-asserted-by":"crossref","unstructured":"Ma, H., Liu, W.: Progressive search paradigm for internet of things. IEEE MultiMed. (2017)","DOI":"10.1109\/MMUL.2017.265091429"},{"issue":"4","key":"27_CR20","doi-asserted-by":"crossref","first-page":"441","DOI":"10.1109\/JIOT.2015.2493082","volume":"3","author":"H Ma","year":"2016","unstructured":"Ma, H., Liu, L., Zhou, A., Zhao, D.: On networking of internet of things: explorations and challenges. IEEE Internet Things J. 3(4), 441\u2013452 (2016)","journal-title":"IEEE Internet Things J."},{"key":"27_CR21","unstructured":"Ren, S., He, K., Girshick, R.B., Sun, J.: Faster R-CNN: towards real-time object detection with region proposal networks. In: NIPS, pp. 91\u201399 (2015)"},{"key":"27_CR22","doi-asserted-by":"crossref","unstructured":"Schauerte, B., Stiefelhagen, R.: How the distribution of salient objects in images influences salient object detection. In: IEEE ICIP, pp. 74\u201378 (2013)","DOI":"10.1109\/ICIP.2013.6738016"},{"key":"27_CR23","unstructured":"Sermanet, P., Eigen, D., Zhang, X., Mathieu, M., Fergus, R., LeCun, Y.: OverFeat: integrated recognition, localization and detection using convolutional networks. CoRR 1312.6229 (2013)"},{"key":"27_CR24","doi-asserted-by":"crossref","unstructured":"Sermanet, P., LeCun, Y.: Traffic sign recognition with multi-scale convolutional networks. In: IJCNN, pp. 2809\u20132813 (2011)","DOI":"10.1109\/IJCNN.2011.6033589"},{"key":"27_CR25","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"330","DOI":"10.1007\/978-3-319-46448-0_20","volume-title":"Computer Vision \u2013 ECCV 2016","author":"A Shrivastava","year":"2016","unstructured":"Shrivastava, A., Gupta, A.: Contextual priming and feedback for faster R-CNN. In: Leibe, B., Matas, J., Sebe, N., Welling, M. (eds.) ECCV 2016 Part I. LNCS, vol. 9905, pp. 330\u2013348. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-46448-0_20"},{"key":"27_CR26","doi-asserted-by":"crossref","unstructured":"Shrivastava, A., Gupta, A., Girshick, R.B.: Training region-based object detectors with online hard example mining. In: IEEE CVPR, pp. 761\u2013769 (2016)","DOI":"10.1109\/CVPR.2016.89"},{"key":"27_CR27","doi-asserted-by":"crossref","first-page":"154","DOI":"10.1007\/s11263-013-0620-5","volume":"104","author":"JRR Uijlings","year":"2013","unstructured":"Uijlings, J.R.R., van de Sande, K.E.A., Gevers, T., Smeulders, A.W.M.: Selective search for object recognition. Int. J. Comput. Vis. 104, 154\u2013171 (2013)","journal-title":"Int. J. Comput. Vis."},{"key":"27_CR28","unstructured":"Wei, T., Zhou, A., Zhang, X.: Facilitating robust 60 GHz network deployment by sensing ambient reflectors. In: 14th USENIX Symposium on Networked Systems Design and Implementation, NSDI 2017, Boston, MA, USA, 27\u201329 March 2017, pp. 213\u2013226 (2017)"},{"key":"27_CR29","doi-asserted-by":"crossref","unstructured":"Wu, Y., Liu, Y., Li, J., Liu, H., Hu, X.: Traffic sign detection based on convolutional neural networks. In: IJCNN, pp. 1\u20137 (2013)","DOI":"10.1109\/IJCNN.2013.6706811"},{"key":"27_CR30","doi-asserted-by":"crossref","unstructured":"Zagoruyko, S., Lerer, A., Lin, T.Y., Pinheiro, P.O., Gross, S., Chintala, S., Doll\u00e9r, P.: A multipath network for object detection. arXiv preprint arXiv:1604.02135 (2016)","DOI":"10.5244\/C.30.15"},{"key":"27_CR31","doi-asserted-by":"crossref","unstructured":"Zang, D., Zhang, J., Zhang, D., Bao, M., Cheng, J., Tang, K.: Traffic sign detection based on cascaded convolutional neural networks. In: SNPD, pp. 201\u2013206 (2016)","DOI":"10.1109\/SNPD.2016.7515901"},{"key":"27_CR32","doi-asserted-by":"crossref","unstructured":"Zhu, Z., Liang, D., Zhang, S., Huang, X., Li, B., Hu, S.: Traffic-sign detection and classification in the wild. In: CVPR, pp. 2110\u20132118 (2016)","DOI":"10.1109\/CVPR.2016.232"},{"key":"27_CR33","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"391","DOI":"10.1007\/978-3-319-10602-1_26","volume-title":"Computer Vision \u2013 ECCV 2014","author":"CL Zitnick","year":"2014","unstructured":"Zitnick, C.L., Doll\u00e1r, P.: Edge boxes: locating object proposals from edges. In: Fleet, D., Pajdla, T., Schiele, B., Tuytelaars, T. (eds.) ECCV 2014 Part V. LNCS, vol. 8693, pp. 391\u2013405. Springer, Cham (2014). https:\/\/doi.org\/10.1007\/978-3-319-10602-1_26"}],"container-title":["Lecture Notes in Computer Science","MultiMedia Modeling"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-73603-7_27","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,10,9]],"date-time":"2019-10-09T04:55:49Z","timestamp":1570596949000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-73603-7_27"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783319736020","9783319736037"],"references-count":33,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-73603-7_27","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018]]}}}