{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,13]],"date-time":"2026-01-13T13:31:44Z","timestamp":1768311104089,"version":"3.49.0"},"publisher-location":"Cham","reference-count":34,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319464534","type":"print"},{"value":"9783319464541","type":"electronic"}],"license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"vor","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":[[2016]]},"DOI":"10.1007\/978-3-319-46454-1_14","type":"book-chapter","created":{"date-parts":[[2016,9,15]],"date-time":"2016-09-15T09:15:09Z","timestamp":1473930909000},"page":"219-234","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":97,"title":["Learning to Hash with Binary Deep Neural Network"],"prefix":"10.1007","author":[{"given":"Thanh-Toan","family":"Do","sequence":"first","affiliation":[]},{"given":"Anh-Dzung","family":"Doan","sequence":"additional","affiliation":[]},{"given":"Ngai-Man","family":"Cheung","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2016,9,16]]},"reference":[{"key":"14_CR1","unstructured":"Gionis, A., Indyk, P., Motwani, R.: Similarity search in high dimensions via hashing. In: VLDB (1999)"},{"key":"14_CR2","doi-asserted-by":"crossref","unstructured":"Kulis, B., Grauman, K.: Kernelized locality-sensitive hashing for scalable image search. In: ICCV (2009)","DOI":"10.1109\/ICCV.2009.5459466"},{"key":"14_CR3","unstructured":"Raginsky, M., Lazebnik, S.: Locality-sensitive binary codes from shift-invariant kernels. In: NIPS (2009)"},{"issue":"2","key":"14_CR4","doi-asserted-by":"publisher","first-page":"2143","DOI":"10.1109\/TPAMI.2009.151","volume":"31","author":"B Kulis","year":"2009","unstructured":"Kulis, B., Jain, P., Grauman, K.: Fast similarity search for learned metrics. PAMI 31(2), 2143\u20132157 (2009)","journal-title":"PAMI"},{"key":"14_CR5","unstructured":"Weiss, Y., Torralba, A., Fergus, R.: Spectral hashing. In: NIPS (2008)"},{"key":"14_CR6","doi-asserted-by":"crossref","unstructured":"Gong, Y., Lazebnik, S.: Iterative quantization: a procrustean approach to learning binary codes. In: CVPR (2011)","DOI":"10.1109\/CVPR.2011.5995432"},{"key":"14_CR7","doi-asserted-by":"crossref","unstructured":"He, K., Wen, F., Sun, J.: K-means hashing: an affinity-preserving quantization method for learning binary compact codes. In: CVPR (2013)","DOI":"10.1109\/CVPR.2013.378"},{"key":"14_CR8","unstructured":"Heo, J.P., Lee, Y., He, J., Chang, S.F. Yoon, S.E.: Spherical hashing. In: CVPR (2012)"},{"key":"14_CR9","unstructured":"Kong, W., Li, W.J.: Isotropic hashing. In: NIPS (2012)"},{"issue":"1","key":"14_CR10","doi-asserted-by":"publisher","first-page":"66","DOI":"10.1109\/TPAMI.2011.103","volume":"34","author":"C Strecha","year":"2012","unstructured":"Strecha, C., Bronstein, A.M., Bronstein, M.M., Fua, P.: LDAHash: improved matching with smaller descriptors. PAMI 34(1), 66\u201378 (2012)","journal-title":"PAMI"},{"key":"14_CR11","unstructured":"Liu, W., Wang, J., Ji, R., Jiang, Y.G., Chang, S.F.: Supervised hashing with kernels. In: CVPR (2012)"},{"key":"14_CR12","unstructured":"Norouzi, M., Fleet, D.J., Salakhutdinov, R.: Hamming distance metric learning. In: NIPS (2012)"},{"key":"14_CR13","doi-asserted-by":"crossref","unstructured":"Lin, G., Shen, C., Shi, Q., van den Hengel, A., Suter, D.: Fast supervised hashing with decision trees for high-dimensional data. In: CVPR (2014)","DOI":"10.1109\/CVPR.2014.253"},{"key":"14_CR14","unstructured":"Kulis, B., Darrell, T.: Learning to hash with binary reconstructive embeddings. In: NIPS (2009)"},{"key":"14_CR15","doi-asserted-by":"crossref","unstructured":"Shen, F., Shen, C., Liu, W., Tao Shen, H.: Supervised discrete hashing. In: CVPR (2015)","DOI":"10.1109\/CVPR.2015.7298598"},{"key":"14_CR16","unstructured":"Wang, J., Liu, W., Kumar, S., Chang, S.: Learning to hash for indexing big data - a survey. CoRR (2015)"},{"key":"14_CR17","unstructured":"Wang, J., Shen, H.T., Song, J., Ji, J.: Hashing for similarity search: a survey. CoRR (2014)"},{"key":"14_CR18","series-title":"Studies in Computational Intelligence","doi-asserted-by":"publisher","first-page":"55","DOI":"10.1007\/978-3-642-28661-2_3","volume-title":"Machine Learning for Computer Vision","author":"K Grauman","year":"2013","unstructured":"Grauman, K., Fergus, R.: Learning binary hash codes for large-scale image search. In: Cipolla, R., Battiato, S., Farinella, G.M. (eds.) Machine Learning for Computer Vision. SCI, vol. 411, pp. 55\u201393. Springer, Heidelberg (2013)"},{"key":"14_CR19","doi-asserted-by":"crossref","unstructured":"Erin Liong, V., Lu, J., Wang, G., Moulin, P., Zhou, J.: Deep hashing for compact binary codes learning. In: CVPR (2015)","DOI":"10.1109\/CVPR.2015.7298862"},{"issue":"12","key":"14_CR20","doi-asserted-by":"publisher","first-page":"2393","DOI":"10.1109\/TPAMI.2012.48","volume":"34","author":"J Wang","year":"2012","unstructured":"Wang, J., Kumar, S., Chang, S.: Semi-supervised hashing for large-scale search. PAMI 34(12), 2393\u20132406 (2012)","journal-title":"PAMI"},{"issue":"7","key":"14_CR21","doi-asserted-by":"publisher","first-page":"969","DOI":"10.1016\/j.ijar.2008.11.006","volume":"50","author":"R Salakhutdinov","year":"2009","unstructured":"Salakhutdinov, R., Hinton, G.E.: Semantic hashing. Int. J. Approximate Reasoning 50(7), 969\u2013978 (2009)","journal-title":"Int. J. Approximate Reasoning"},{"key":"14_CR22","doi-asserted-by":"crossref","unstructured":"Carreira-Perpinan, M.A., Raziperchikolaei, R.: Hashing with binary autoencoders. In: CVPR (2015)","DOI":"10.1109\/CVPR.2015.7298654"},{"key":"14_CR23","volume-title":"Numerical Optimization","author":"J Nocedal","year":"2006","unstructured":"Nocedal, J., Wright, S.J.: Numerical Optimization, 2nd edn. World Scientific, New York (2006). Chap. 17","edition":"2"},{"key":"14_CR24","doi-asserted-by":"publisher","first-page":"503","DOI":"10.1007\/BF01589116","volume":"45","author":"DC Liu","year":"1989","unstructured":"Liu, D.C., Nocedal, J.: On the limited memory BFGS method for large scale optimization. Math. Program. 45, 503\u2013528 (1989)","journal-title":"Math. Program."},{"key":"14_CR25","unstructured":"Krizhevsky, A.: Learning multiple layers of features from tiny images. Technical report, University of Toronto (2009)"},{"key":"14_CR26","unstructured":"Jia, Y., Shelhamer, E., Donahue, J., Karayev, S., Long, J., Girshick, R., Guadarrama, S., Darrell, T.: Caffe: Convolutional architecture for fast feature embedding (2014). arXiv preprint: \n                      arXiv:1408.5093"},{"key":"14_CR27","unstructured":"Lecun, Y., Cortes, C.: The MNIST database of handwritten digits. \n                      http:\/\/yann.lecun.com\/exdb\/mnist\/"},{"issue":"1","key":"14_CR28","doi-asserted-by":"publisher","first-page":"117","DOI":"10.1109\/TPAMI.2010.57","volume":"33","author":"H J\u00e9gou","year":"2011","unstructured":"J\u00e9gou, H., Douze, M., Schmid, C.: Product quantization for nearest neighbor search. PAMI 33(1), 117\u2013128 (2011)","journal-title":"PAMI"},{"issue":"2","key":"14_CR29","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1023\/B:VISI.0000029664.99615.94","volume":"60","author":"DG Lowe","year":"2004","unstructured":"Lowe, D.G.: Distinctive image features from scale-invariant keypoints. IJCV 60(2), 91\u2013110 (2004)","journal-title":"IJCV"},{"issue":"3","key":"14_CR30","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1023\/A:1011139631724","volume":"42","author":"A Oliva","year":"2001","unstructured":"Oliva, A., Torralba, A.: Modeling the shape of the scene: a holistic representation of the spatial envelope. IJCV 42(3), 145\u2013175 (2001)","journal-title":"IJCV"},{"key":"14_CR31","doi-asserted-by":"crossref","unstructured":"Nguyen, V.A., Lu, J., Do, M.N.: Supervised discriminative hashing for compact binary codes. In: ACM MM (2014)","DOI":"10.1145\/2647868.2655003"},{"key":"14_CR32","unstructured":"Zhao, F., Huang, Y., Wang, L., Tan, T.: Deep semantic ranking based hashing for multi-label image retrieval. In: CVPR (2015)"},{"issue":"12","key":"14_CR33","doi-asserted-by":"publisher","first-page":"4766","DOI":"10.1109\/TIP.2015.2467315","volume":"24","author":"R Zhang","year":"2015","unstructured":"Zhang, R., Lin, L., Zhang, R., Zuo, W., Zhang, L.: Bit-scalable deep hashing with regularized similarity learning for image retrieval and person re-identification. IEEE Trans. Image Process. 24(12), 4766\u20134779 (2015)","journal-title":"IEEE Trans. Image Process."},{"key":"14_CR34","unstructured":"Donahue, J., Jia, Y., Vinyals, O., Hoffman, J., Zhang, N., Tzeng, E., Darrell, T.: DeCAF: a deep convolutional activation feature for generic visual recognition. In: ICML (2014)"}],"container-title":["Lecture Notes in Computer Science","Computer Vision \u2013 ECCV 2016"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-46454-1_14","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,10,10]],"date-time":"2020-10-10T01:42:27Z","timestamp":1602294147000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-46454-1_14"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319464534","9783319464541"],"references-count":34,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-46454-1_14","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016]]},"assertion":[{"value":"16 September 2016","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ECCV","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"European Conference on Computer Vision","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Amsterdam","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"The Netherlands","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2016","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 October 2016","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16 October 2016","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"eccv2016","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.eccv2016.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}