{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,4,9]],"date-time":"2025-04-09T00:51:10Z","timestamp":1744159870715},"reference-count":45,"publisher":"Springer Science and Business Media LLC","issue":"26-27","license":[{"start":{"date-parts":[[2020,7,13]],"date-time":"2020-07-13T00:00:00Z","timestamp":1594598400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,7,13]],"date-time":"2020-07-13T00:00:00Z","timestamp":1594598400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2021,11]]},"DOI":"10.1007\/s11042-020-09143-7","type":"journal-article","created":{"date-parts":[[2020,7,13]],"date-time":"2020-07-13T22:02:54Z","timestamp":1594677774000},"page":"34153-34172","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["OS-LFFD: a light and fast face detector with Ommateum structure"],"prefix":"10.1007","volume":"80","author":[{"given":"Dezhong","family":"Xu","sequence":"first","affiliation":[]},{"given":"Lifang","family":"Wu","sequence":"additional","affiliation":[]},{"given":"Yonghao","family":"He","sequence":"additional","affiliation":[]},{"given":"Qing","family":"Zhao","sequence":"additional","affiliation":[]},{"given":"Meng","family":"Jian","sequence":"additional","affiliation":[]},{"given":"Junchi","family":"Yan","sequence":"additional","affiliation":[]},{"given":"Liang","family":"Zhao","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2020,7,13]]},"reference":[{"key":"9143_CR1","doi-asserted-by":"publisher","first-page":"65","DOI":"10.1007\/s11263-007-0060-1","volume":"77","author":"S Brubaker","year":"2008","unstructured":"Brubaker S, et al. (2008) Charles on the design of cascades of boosted ensembles for face detection. Int J Comput Vis 77:65\u201386","journal-title":"Int J Comput Vis"},{"key":"9143_CR2","unstructured":"Chen T, Li M, Li Y, Lin M, Wang N, Wang M, Xiao T, Xu B, Zhang C, Zhang Z (2015) Mxnet: a flexible and efficient machine learning library for heterogeneous distributed systems. arXiv:1512.01274"},{"key":"9143_CR3","doi-asserted-by":"crossref","unstructured":"Chi C, Zhang S, Xing J, Lei Z, Li SZ, Zou X (2018) Selective refinement network for high performance face detection. arXiv:1809.02693","DOI":"10.1609\/aaai.v33i01.33018231"},{"issue":"8","key":"9143_CR4","doi-asserted-by":"publisher","first-page":"1532","DOI":"10.1109\/TPAMI.2014.2300479","volume":"36","author":"P Dollar","year":"2014","unstructured":"Dollar P, Appel R, Belongie S, Perona P (2014) Fast feature pyramids for object detection. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 36(8):1532\u20131545","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)"},{"issue":"1","key":"9143_CR5","doi-asserted-by":"publisher","first-page":"119","DOI":"10.1006\/jcss.1997.1504","volume":"55","author":"Y Freund","year":"1997","unstructured":"Freund Y, Schapire RE (1997) A decision-theoretic generalization of on-line learning and an application to boosting. J Comput Syst Sci 55(1):119\u2013139","journal-title":"J Comput Syst Sci"},{"key":"9143_CR6","doi-asserted-by":"crossref","unstructured":"Girshick R (2015) Fast r-cnn. In: IEEE international conference on computer vision (ICCV), pp 1440\u20131448","DOI":"10.1109\/ICCV.2015.169"},{"key":"9143_CR7","doi-asserted-by":"crossref","unstructured":"Girshick R, Donahue J, Darrell T, Malik J (2014) Rich feature hierarchies for accurate object detection and semantic segmentation. Proc IEEE Conf Comput Vis Pattern Recognit 580\u2013587","DOI":"10.1109\/CVPR.2014.81"},{"key":"9143_CR8","doi-asserted-by":"crossref","unstructured":"He K, Zhang X, Ren S, Sun J (2016) Deep residual learning for image recognition. Proc IEEE Conf Comput Vis Pattern Recognit 770\u2013778","DOI":"10.1109\/CVPR.2016.90"},{"key":"9143_CR9","unstructured":"Howard AG (2013) Some improvements on deep convolutional neural network based image classification. arXiv:1312.5402"},{"key":"9143_CR10","doi-asserted-by":"crossref","unstructured":"Hu P, Ramanan D (2017) Finding tiny faces. Proc IEEE Conf Comput Vis Pattern Recognit 951\u2013959","DOI":"10.1109\/CVPR.2017.166"},{"key":"9143_CR11","doi-asserted-by":"crossref","unstructured":"Huang G, Liu Z, van der Maaten L, Weinberger KQ (2017) Densely connected convolutional networks. Proc IEEE Conf Comput Vis Pattern Recognit 4700\u20134708","DOI":"10.1109\/CVPR.2017.243"},{"key":"9143_CR12","unstructured":"Ioffe S, Szegedy C (2015) Batch normalization: accelerating deep network training by reducing internal covariate shift. arXiv:1502.03167"},{"key":"9143_CR13","unstructured":"Jain V, Learned-Miller E (2010) Fddb: a benchmark for face detection in unconstrained settings. Technical report, University of Massachusetts, Amherst"},{"key":"9143_CR14","doi-asserted-by":"crossref","unstructured":"Jiang H, Learned-Miller E (2017) Face detection with the faster r-cnn. In: Proceedings of IEEE international conference on automatic face & gesture recognition, pp 650\u2013657","DOI":"10.1109\/FG.2017.82"},{"key":"9143_CR15","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.cviu.2017.08.008","volume":"162","author":"X Jin","year":"2017","unstructured":"Jin X, Tan X (2017) Face alignment in-the-wild: a survey. Comput Vis Image Underst 162:1\u201322","journal-title":"Comput Vis Image Underst"},{"key":"9143_CR16","unstructured":"Kim KH, Hong S, Roh B, et al. (2016) Pvanet: deep but lightweight neural networks for real-time object detection. arXiv:1608.08021"},{"key":"9143_CR17","unstructured":"Krizhevsky A, Sutskever I, Hinton GE (2012) Imagenet classification with deep convolutional neural networks. In: Proceedings of advances in neural information processing systems, pp 1097\u20131105"},{"key":"9143_CR18","doi-asserted-by":"crossref","unstructured":"Li J, Wang Y, Wang C, Tai Y, Qian J, Yang J, Wang C, Li J, Huang F (2019) Dsfd: dual shot face detector. Proc IEEE Conf Comput Vis Pattern Recognit","DOI":"10.1109\/CVPR.2019.00520"},{"key":"9143_CR19","doi-asserted-by":"crossref","unstructured":"Liu W, Anguelov D, Erhan D, Szegedy C, Reed S, Fu C-Y, Berg AC (2016) Ssd: single shot multibox detector. In: Proceedings of European conference on computer vision, pp 21\u201337","DOI":"10.1007\/978-3-319-46448-0_2"},{"key":"9143_CR20","unstructured":"Luo W, Li Y, Urtasun R, Zemel R (2016) Understanding the effective receptive field in deep convolutional neural networks. In: Proceedings of advances in neural information processing systems, pp 4898\u20134906"},{"key":"9143_CR21","unstructured":"Molchanov P, Tyree S, Karras T, Aila T, Kautz J (2017) Pruning convolutional neural networks for resource efficient inference. International conference on learning representations (ICCV)"},{"key":"9143_CR22","doi-asserted-by":"crossref","unstructured":"Najibi M, Samangouei P, Chellappa R, Davis LS (2017) Ssh: single stage headless face detector. In: Proceedings of IEEE international conference on computer vision, pp 4875\u20134884","DOI":"10.1109\/ICCV.2017.522"},{"issue":"7","key":"9143_CR23","doi-asserted-by":"publisher","first-page":"971","DOI":"10.1109\/TPAMI.2002.1017623","volume":"24","author":"T Ojala","year":"2002","unstructured":"Ojala T, Pietik\u00e4inen M, M\u00e4enp\u00e4\u00e4 T (2002) Multiresolution gray-scale and rotation invariant texture classification with local binary patterns. IEEE Transactions on Pattern Analysis and Machine Intelligence 24(7):971\u2013987","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"9143_CR24","doi-asserted-by":"crossref","unstructured":"Pham MT, Cham TJ (2007) Fast training and selection of haar features using statistics in boosting-based face detection. In: Proceedings of IEEE international conference on computer vision, pp 1\u20137","DOI":"10.1109\/ICCV.2007.4409038"},{"key":"9143_CR25","doi-asserted-by":"crossref","unstructured":"Redmon J, Divvala S, Girshick R, Farhadi A (2016) You only look once: unified, real-time object detection. Proc IEEE Conf Comput Vis Pattern Recognit 779\u2013788","DOI":"10.1109\/CVPR.2016.91"},{"key":"9143_CR26","doi-asserted-by":"crossref","unstructured":"Redmon J, Farhadi A (2017) Yolo9000: better, faster, stronger. Proc IEEE Conf Comput Vis Pattern Recognit 7263\u20137271","DOI":"10.1109\/CVPR.2017.690"},{"key":"9143_CR27","unstructured":"Redmon J, Farhadi A (2018) Yolov3: an incremental improvement. arXiv:1804.02767"},{"key":"9143_CR28","unstructured":"Ren S, He K, Girshick R, Sun J (2015) Faster r-cnn: towards real-time object detection with region proposal networks. In: Proceedings of advances in neural information processing systems, pp 91\u201399"},{"key":"9143_CR29","unstructured":"Simonyan K, Zisserman A (2014) Very deep convolutional networks for large-scale image recognition. arXiv:1409.1556"},{"key":"9143_CR30","doi-asserted-by":"crossref","unstructured":"Szegedy C, Liu W, Jia Y, et al. (2015) Going deeper with convolutions. Proc IEEE Conf Comput Vis Pattern Recognit 1\u20139","DOI":"10.1109\/CVPR.2015.7298594"},{"key":"9143_CR31","doi-asserted-by":"crossref","unstructured":"Szegedy C, Vanhoucke V, Ioffe S, et al. (2016) Rethinking the inception architecture for computer vision. Proc IEEE Conf Comput Vis Pattern Recognit 2818\u20132826","DOI":"10.1109\/CVPR.2016.308"},{"key":"9143_CR32","doi-asserted-by":"crossref","unstructured":"Szegedy C, Ioffe S, Vanhoucke V, et al. (2017) Inception-v4, inception-resnet and the impact of residual connections on learning. In: Thirty-First AAAI conference on artificial intelligence","DOI":"10.1609\/aaai.v31i1.11231"},{"key":"9143_CR33","doi-asserted-by":"crossref","unstructured":"Tang X, Du DK, He Z, Liu J (2018) Pyramidbox: a context-assisted single shot face detector. In: Proceedings of European conference on computer vision, pp 797\u2013813","DOI":"10.1007\/978-3-030-01240-3_49"},{"issue":"2","key":"9143_CR34","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1023\/B:VISI.0000013087.49260.fb","volume":"57","author":"P Viola","year":"2004","unstructured":"Viola P, Jones MJ (2004) Robust real-time face detection. Int J Comput Vis 57(2):137\u2013154","journal-title":"Int J Comput Vis"},{"key":"9143_CR35","unstructured":"Wang H, Li Z, Ji X, Wang Y (2017) Face r-cnn. arXiv:1706.01061"},{"key":"9143_CR36","unstructured":"Wang M, Deng W (2018) Deep face recognition: a survey. arXiv:1804.06655"},{"key":"9143_CR37","unstructured":"Yang B, Yan J, Lei Z, Li SZ (2014) Aggregate channel features for multi-view face detection. In: Proceedings of IEEE international joint conference on biometrics, pp 1\u20138"},{"key":"9143_CR38","doi-asserted-by":"crossref","unstructured":"Yang S, Luo P, Loy CC, Tang X (2016) Wider face: a face detection benchmark. Proc IEEE Conf Comput Vis Pattern Recognit 5525\u20135533","DOI":"10.1109\/CVPR.2016.596"},{"issue":"10","key":"9143_CR39","doi-asserted-by":"publisher","first-page":"1499","DOI":"10.1109\/LSP.2016.2603342","volume":"23","author":"K Zhang","year":"2016","unstructured":"Zhang K, Zhang Z, Li Z, Qiao Y (2016) Joint face detection and alignment using multitask cascaded convolutional networks. IEEE Signal Process Lett (SPL) 23(10):1499\u20131503","journal-title":"IEEE Signal Process Lett (SPL)"},{"key":"9143_CR40","unstructured":"Zhang S, Zhu R, Wang X, Shi H, Fu T, Wang S, Mei T, Li SZ (2019) Improved selective refinement network for face detection. arXiv:1901.06651"},{"key":"9143_CR41","doi-asserted-by":"crossref","unstructured":"Zhang S, Zhu X, Lei Z, Shi H, Wang X, Li SZ (2017) Faceboxes: a CPU real-time face detector with high accuracy. In: Proceedings of IEEE international joint conference on biometrics, pp 1\u20139","DOI":"10.1109\/BTAS.2017.8272675"},{"key":"9143_CR42","doi-asserted-by":"crossref","unstructured":"Zhang S, Zhu X, Lei Z, Shi H, Wang X, Li SZ (2017) S3FD: single shot scale-invariant face detector. In: Proceedings of IEEE international conference on computer vision, pp 192\u2013201","DOI":"10.1109\/ICCV.2017.30"},{"key":"9143_CR43","unstructured":"Zhang Y, Xu X, Liu X (2019) Robust and high performance face detector. arXiv:1901.02350"},{"key":"9143_CR44","doi-asserted-by":"crossref","unstructured":"Zhu C, Tao R, Luu K, Savvides M (2018) Seeing small faces from robust anchor\u2019s perspective. Proc IEEE Conf Comput Vis Pattern Recognit 5127\u20135136","DOI":"10.1109\/CVPR.2018.00538"},{"key":"9143_CR45","unstructured":"Zhu Q, Yeh MC, Cheng KT, Avidan S (2006) Fast human detection using a cascade of histograms of oriented gradients. Proc IEEE Conf Comput Vis Pattern Recognit 1491\u20131498"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-020-09143-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11042-020-09143-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-020-09143-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,11,2]],"date-time":"2022-11-02T16:53:08Z","timestamp":1667407988000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11042-020-09143-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,7,13]]},"references-count":45,"journal-issue":{"issue":"26-27","published-print":{"date-parts":[[2021,11]]}},"alternative-id":["9143"],"URL":"https:\/\/doi.org\/10.1007\/s11042-020-09143-7","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,7,13]]},"assertion":[{"value":"6 January 2020","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"9 May 2020","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 May 2020","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 July 2020","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}