{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,11]],"date-time":"2024-09-11T12:31:50Z","timestamp":1726057910468},"publisher-location":"Cham","reference-count":25,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030325909"},{"type":"electronic","value":"9783030325916"}],"license":[{"start":{"date-parts":[[2019,11,7]],"date-time":"2019-11-07T00:00:00Z","timestamp":1573084800000},"content-version":"tdm","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":[[2020]]},"DOI":"10.1007\/978-3-030-32591-6_43","type":"book-chapter","created":{"date-parts":[[2019,11,6]],"date-time":"2019-11-06T08:03:30Z","timestamp":1573027410000},"page":"403-414","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Performance Evaluation of Transfer Learning for Pornographic Detection"],"prefix":"10.1007","author":[{"given":"Buddhi","family":"Ashan","sequence":"first","affiliation":[]},{"given":"Hyuk","family":"Cho","sequence":"additional","affiliation":[]},{"given":"Qingzhong","family":"Liu","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,11,7]]},"reference":[{"key":"43_CR1","doi-asserted-by":"publisher","unstructured":"Zhu, R., Wu, X., Zhu, B., Song, L.: Application of pornographic images recognition based on depth learning. In: Proceedings of the 2018 International Conference on Information Science and System - ICISS 2018 (2018). https:\/\/doi.org\/10.1145\/3209914.3209946","DOI":"10.1145\/3209914.3209946"},{"key":"43_CR2","doi-asserted-by":"publisher","unstructured":"Sengamedu, S., Sanyal, S., Satish, S.: Detection of pornographic content in internet images. In: Proceedings of the 19th ACM International Conference on Multimedia - MM 2011 (2011). https:\/\/doi.org\/10.1145\/2072298.2071959","DOI":"10.1145\/2072298.2071959"},{"key":"43_CR3","doi-asserted-by":"publisher","unstructured":"Zuo, H., Hu, W., Wu, O.: Patch-based skin color detection and its application to pornography image filtering. In: Proceedings of the 19th International Conference on World Wide Web - WWW 2010 (2010). https:\/\/doi.org\/10.1145\/1772690.1772887","DOI":"10.1145\/1772690.1772887"},{"key":"43_CR4","doi-asserted-by":"publisher","unstructured":"Platzer, C., Stuetz, M., Lindorfer, M.: Skin sheriff. In: Proceedings of the 2nd International Workshop on Security and Forensics in Communication Systems - SFCS 2014 (2014). https:\/\/doi.org\/10.1145\/2598918.2598920","DOI":"10.1145\/2598918.2598920"},{"key":"43_CR5","doi-asserted-by":"publisher","unstructured":"Karamizadeh, S., Arabsorkhi, A.: Methods of pornography detection. In: Proceedings of the 10th International Conference on Computer Modeling and Simulation - ICCMS 2018 (2018). https:\/\/doi.org\/10.1145\/3177457.3177484","DOI":"10.1145\/3177457.3177484"},{"key":"43_CR6","doi-asserted-by":"publisher","unstructured":"Jansohn, C., Ulges, A., Breuel, T.: Detecting pornographic video content by combining image features with motion information. In: Proceedings of the seventeen ACM international conference on Multimedia - MM 2009 (2009). https:\/\/doi.org\/10.1145\/1631272.1631366","DOI":"10.1145\/1631272.1631366"},{"issue":"5","key":"43_CR7","doi-asserted-by":"publisher","first-page":"453","DOI":"10.1016\/j.cviu.2012.09.007","volume":"117","author":"Sandra Avila","year":"2013","unstructured":"Avila, S., Thome, N., Cord, M., Valle, E., Ara\u00fajo, A.D.: Pooling in image representation: the visual codeword point of view. Computer Vision and Image Understanding 117(5), 453\u2013465 (2013). https:\/\/doi.org\/10.1016\/j.cviu.2012.09.007","journal-title":"Computer Vision and Image Understanding"},{"key":"43_CR8","doi-asserted-by":"publisher","first-page":"279","DOI":"10.1016\/j.neucom.2016.12.017","volume":"230","author":"Mauricio Perez","year":"2017","unstructured":"Perez, M., et al.: Video pornography detection through deep learning techniques and motion information. Neurocomputing 230, 279\u2013293 (2017). https:\/\/doi.org\/10.1016\/j.neucom.2016.12.017","journal-title":"Neurocomputing"},{"key":"43_CR9","doi-asserted-by":"publisher","first-page":"283","DOI":"10.1016\/j.neucom.2015.09.135","volume":"210","author":"Fudong Nian","year":"2016","unstructured":"Nian, F., Li, T., Wang, Y., Xu, M., Wu, J.: Pornographic image detection utilizing deep convolutional neural networks. Neurocomputing 210, 283\u2013293 (2016). https:\/\/doi.org\/10.1016\/j.neucom.2015.09.135","journal-title":"Neurocomputing"},{"key":"43_CR10","doi-asserted-by":"publisher","first-page":"511","DOI":"10.1016\/j.neucom.2015.06.055","volume":"173","author":"Li Zhuo","year":"2016","unstructured":"Zhuo, L., Geng, Z., Zhang, J., Li, X.: ORB feature based web pornographic image recognition. Neurocomputing 173, 511\u2013517 (2016). https:\/\/doi.org\/10.1016\/j.neucom.2015.06.055","journal-title":"Neurocomputing"},{"key":"43_CR11","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1016\/j.neucom.2012.11.029","volume":"110","author":"J Zhang","year":"2013","unstructured":"Zhang, J., Sui, L., Zhuo, L., Li, Z., Yang, Y.: An approach of bag-of-words based on visual attention model for pornographic images recognition in compressed domain. Neurocomputing 110, 145\u2013152 (2013)","journal-title":"Neurocomputing"},{"issue":"5","key":"43_CR12","doi-asserted-by":"publisher","first-page":"1130","DOI":"10.1016\/j.jvcir.2014.03.005","volume":"25","author":"C Yan","year":"2014","unstructured":"Yan, C., Liu, Y., Xie, H., Liao, Z., Yin, J.: Extracting salient region for pornographic image detection. J. Vis. Commun. Image Represent. 25(5), 1130\u20131135 (2014)","journal-title":"J. Vis. Commun. Image Represent."},{"key":"43_CR13","unstructured":"Home - Keras Documentation Keras.io (2019). https:\/\/keras.io"},{"key":"43_CR14","unstructured":"Simonyan, K., Zisserman, A.: Very Deep Convolutional Networks for Large-Scale Image Recognition, CoRR 14091556 (2014)"},{"key":"43_CR15","unstructured":"Howard, A., et al.: MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications, arXiv e-prints, arXiv:1704.04861 (2017)"},{"key":"43_CR16","doi-asserted-by":"crossref","unstructured":"Szegedy, C., et al.: Going Deeper with Convolutions, arXiv e-prints, arXiv:1409.4842 (2014)","DOI":"10.1109\/CVPR.2015.7298594"},{"key":"43_CR17","unstructured":"Szegedy, C., Vanhoucke, V., Ioffe, S., Shlens, J., Wojna, Z.: Rethinking the Inception Architecture for Computer Vision, arXiv e-prints, arXiv:1512.00567 (2015). Accessed 18 Apr 2019"},{"key":"43_CR18","unstructured":"Francois, C.: Xception: Deep Learning with Depthwise Separable Convolutions, arXiv e-prints, arXiv:1610.02357 (2016)"},{"key":"43_CR19","unstructured":"Kaiming, H., Xiangyu, Z., Shaoqing, R., Jian, S.: Deep Residual Learning for Image Recognition, arXiv e-prints, arXiv:1512.03385 (2015)"},{"issue":"12","key":"43_CR20","doi-asserted-by":"publisher","first-page":"4412","DOI":"10.1109\/TCYB.2018.2864870","volume":"49","author":"Xin Jin","year":"2019","unstructured":"Jin, X., Wang, Y., Tan, X.: Pornographic Image Recognition via Weighted Multiple Instance Learning arXiv e-prints, arXiv:1902.03771v1 (2019)","journal-title":"IEEE Transactions on Cybernetics"},{"key":"43_CR21","unstructured":"Jung, J., Makhijani, R., Morlot, A.: Combining CNNs for detecting pornography in the absence of labeled training data (2017)"},{"issue":"6","key":"43_CR22","doi-asserted-by":"publisher","first-page":"1137","DOI":"10.1109\/tpami.2016.2577031","volume":"39","author":"S Ren","year":"2017","unstructured":"Ren, S., He, K., Girshick, R., Sun, J.: Faster R-CNN: towards real-time object detection with region proposal networks. IEEE Trans. Pattern Anal. Mach. Intell. 39(6), 1137\u20131149 (2017). https:\/\/doi.org\/10.1109\/tpami.2016.2577031","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"43_CR23","doi-asserted-by":"crossref","unstructured":"Girshick, R.: Fast R-CNN. In: ICCV, pp. 1440\u20131448 (2015)","DOI":"10.1109\/ICCV.2015.169"},{"key":"43_CR24","doi-asserted-by":"crossref","unstructured":"Huang, Y., Kong, A.W.K.: Using a CNN ensemble for detecting pornographic and upskirt images. In: 2016 IEEE 8th International Conference on Biometrics Theory, Applications and Systems (BTAS) (2016)","DOI":"10.1109\/BTAS.2016.7791207"},{"key":"43_CR25","doi-asserted-by":"crossref","unstructured":"Lienhart, R., Hauke, R.: Filtering adult image content with topic models. In: IEEE International Conference on Multimedia and Expo. ICME 2009, pp. 1472\u20131475 (2009)","DOI":"10.1109\/ICME.2009.5202781"}],"container-title":["Advances in Intelligent Systems and Computing","Advances in Natural Computation, Fuzzy Systems and Knowledge Discovery"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-32591-6_43","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,10,3]],"date-time":"2022-10-03T16:13:22Z","timestamp":1664813602000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-32591-6_43"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,11,7]]},"ISBN":["9783030325909","9783030325916"],"references-count":25,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-32591-6_43","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"type":"print","value":"2194-5357"},{"type":"electronic","value":"2194-5365"}],"subject":[],"published":{"date-parts":[[2019,11,7]]},"assertion":[{"value":"7 November 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICNC-FSKD","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"The International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Kunming","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":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20 July 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22 July 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icncfskd2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}