메뉴 건너뛰기




Volumn 75, Issue , 2018, Pages 1339-1351

Quantization-based hashing: a general framework for scalable image and video retrieval

Author keywords

Hashing; Multimedia retrieval; Pseudo labels

Indexed keywords

CODES (SYMBOLS); ERRORS; HAMMING DISTANCE; HASH FUNCTIONS; ITERATIVE METHODS; NETWORK FUNCTION VIRTUALIZATION; TABLE LOOKUP;

EID: 85017230141     PISSN: 00313203     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patcog.2017.03.021     Document Type: Article
Times cited : (165)

References (52)
  • 2
    • 51949097915 scopus 로고    scopus 로고
    • Optimised kd-trees for fast image descriptor matching
    • Silpa-Anan, C., Hartley, R., Optimised kd-trees for fast image descriptor matching. CVPR, 2008, 1–8.
    • (2008) CVPR , pp. 1-8
    • Silpa-Anan, C.1    Hartley, R.2
  • 3
    • 70349675925 scopus 로고    scopus 로고
    • Fast approximate nearest neighbors with automatic algorithm configuration
    • Muja, M., Lowe, D.G., Fast approximate nearest neighbors with automatic algorithm configuration. VISAPP, 2009, 331–340.
    • (2009) VISAPP , pp. 331-340
    • Muja, M.1    Lowe, D.G.2
  • 7
    • 84888343222 scopus 로고    scopus 로고
    • Effective multiple feature hashing for large-scale near-duplicate video retrieval
    • Song, J., Yang, Y., Huang, Z., Shen, H.T., Luo, J., Effective multiple feature hashing for large-scale near-duplicate video retrieval. IEEE Trans. Multimedia 15:8 (2013), 1997–2008.
    • (2013) IEEE Trans. Multimedia , vol.15 , Issue.8 , pp. 1997-2008
    • Song, J.1    Yang, Y.2    Huang, Z.3    Shen, H.T.4    Luo, J.5
  • 8
    • 84887359482 scopus 로고    scopus 로고
    • K-means hashing: an affinity-preserving quantization method for learning binary compact codes
    • He, K., Wen, F., Sun, J., K-means hashing: an affinity-preserving quantization method for learning binary compact codes. CVPR, 2013, 2938–2945.
    • (2013) CVPR , pp. 2938-2945
    • He, K.1    Wen, F.2    Sun, J.3
  • 9
    • 84887387629 scopus 로고    scopus 로고
    • Cartesian k-means
    • Norouzi, M., Fleet, D.J., Cartesian k-means. CVPR, 2013, 3017–3024.
    • (2013) CVPR , pp. 3017-3024
    • Norouzi, M.1    Fleet, D.J.2
  • 10
    • 84911393360 scopus 로고    scopus 로고
    • Fast supervised hashing with decision trees for high-dimensional data
    • Lin, G., Shen, C., Shi, Q., van den Hengel, A., Suter, D., Fast supervised hashing with decision trees for high-dimensional data. CVPR, 2014, 1971–1978.
    • (2014) CVPR , pp. 1971-1978
    • Lin, G.1    Shen, C.2    Shi, Q.3    van den Hengel, A.4    Suter, D.5
  • 11
  • 12
    • 84952914675 scopus 로고    scopus 로고
    • Video anomaly detection based on locality sensitive hashing filters
    • Zhang, Y., Lu, H., Zhang, L., Ruan, X., Sakai, S., Video anomaly detection based on locality sensitive hashing filters. Pattern Recognit. 59 (2016), 302–311.
    • (2016) Pattern Recognit. , vol.59 , pp. 302-311
    • Zhang, Y.1    Lu, H.2    Zhang, L.3    Ruan, X.4    Sakai, S.5
  • 13
    • 84931577529 scopus 로고    scopus 로고
    • The ordinal relation preserving binary codes
    • Zhao, H., Wang, Z., Liu, P., The ordinal relation preserving binary codes. Pattern Recognit. 48:10 (2015), 3169–3179.
    • (2015) Pattern Recognit. , vol.48 , Issue.10 , pp. 3169-3179
    • Zhao, H.1    Wang, Z.2    Liu, P.3
  • 14
    • 84931562214 scopus 로고    scopus 로고
    • Learning predictable binary codes for face indexing
    • He, R., Cai, Y., Tan, T., Davis, L.S., Learning predictable binary codes for face indexing. Pattern Recognit. 48:10 (2015), 3160–3168.
    • (2015) Pattern Recognit. , vol.48 , Issue.10 , pp. 3160-3168
    • He, R.1    Cai, Y.2    Tan, T.3    Davis, L.S.4
  • 15
    • 84973885417 scopus 로고    scopus 로고
    • Simultaneous local binary feature learning and encoding for face recognition
    • Lu, J., Liong, V.E., Zhou, J., Simultaneous local binary feature learning and encoding for face recognition. ICCV, 2015, 3721–3729.
    • (2015) ICCV , pp. 3721-3729
    • Lu, J.1    Liong, V.E.2    Zhou, J.3
  • 16
    • 84903137922 scopus 로고    scopus 로고
    • Robust hashing with local models for approximate similarity search
    • Song, J., Yang, Y., Li, X., Huang, Z., Yang, Y., Robust hashing with local models for approximate similarity search. IEEE T. Cybern. 44:7 (2014), 1225–1236.
    • (2014) IEEE T. Cybern. , vol.44 , Issue.7 , pp. 1225-1236
    • Song, J.1    Yang, Y.2    Li, X.3    Huang, Z.4    Yang, Y.5
  • 17
    • 84880548516 scopus 로고    scopus 로고
    • Inter-media hashing for large-scale retrieval from heterogeneous data sources
    • Song, J., Yang, Y., Yang, Y., Huang, Z., Shen, H.T., Inter-media hashing for large-scale retrieval from heterogeneous data sources. SIGMOD, 2013, 785–796.
    • (2013) SIGMOD , pp. 785-796
    • Song, J.1    Yang, Y.2    Yang, Y.3    Huang, Z.4    Shen, H.T.5
  • 18
    • 84887418815 scopus 로고    scopus 로고
    • Linear cross-modal hashing for efficient multimedia search
    • Zhu, X., Huang, Z., Shen, H.T., Zhao, X., Linear cross-modal hashing for efficient multimedia search. ACM Multimedia, 2013, 143–152.
    • (2013) ACM Multimedia , pp. 143-152
    • Zhu, X.1    Huang, Z.2    Shen, H.T.3    Zhao, X.4
  • 19
    • 84994589377 scopus 로고    scopus 로고
    • Play and rewind: Optimizing binary representations of videos by self-supervised temporal hashing
    • Zhang, H., Wang, M., Hong, R., Chua, T., Play and rewind: Optimizing binary representations of videos by self-supervised temporal hashing. ACM Multimedia, 2016, 781–790.
    • (2016) ACM Multimedia , pp. 781-790
    • Zhang, H.1    Wang, M.2    Hong, R.3    Chua, T.4
  • 21
    • 84905046755 scopus 로고    scopus 로고
    • A sparse embedding and least variance encoding approach to hashing
    • Zhu, X., Zhang, L., Huang, Z., A sparse embedding and least variance encoding approach to hashing. IEEE Trans. Image Process. 23:9 (2014), 3737–3750.
    • (2014) IEEE Trans. Image Process. , vol.23 , Issue.9 , pp. 3737-3750
    • Zhu, X.1    Zhang, L.2    Huang, Z.3
  • 22
    • 84962885565 scopus 로고    scopus 로고
    • Supervised hashing with pseudo labels for scalable multimedia retrieval
    • Song, J., Gao, L., Yan, Y., Zhang, D., Sebe, N., Supervised hashing with pseudo labels for scalable multimedia retrieval. ACM Multimedia, 2015, 827–830.
    • (2015) ACM Multimedia , pp. 827-830
    • Song, J.1    Gao, L.2    Yan, Y.3    Zhang, D.4    Sebe, N.5
  • 23
    • 84911430500 scopus 로고    scopus 로고
    • Collaborative hashing
    • Liu, X., He, J., Deng, C., Lang, B., Collaborative hashing. CVPR, 2014, 2147–2154.
    • (2014) CVPR , pp. 2147-2154
    • Liu, X.1    He, J.2    Deng, C.3    Lang, B.4
  • 24
    • 84858740468 scopus 로고    scopus 로고
    • Learning to hash with binary reconstructive embeddings
    • Kulis, B., Darrell, T., Learning to hash with binary reconstructive embeddings. NIPS, 2009, 1042–1050.
    • (2009) NIPS , pp. 1042-1050
    • Kulis, B.1    Darrell, T.2
  • 25
    • 80053457714 scopus 로고    scopus 로고
    • Minimal loss hashing for compact binary codes
    • Norouzi, M., Fleet, D.J., Minimal loss hashing for compact binary codes. ICML, 2011.
    • (2011) ICML
    • Norouzi, M.1    Fleet, D.J.2
  • 26
    • 84951869843 scopus 로고    scopus 로고
    • Supervised discrete hashing
    • Shen, F., Shen, C., Liu, W., Shen, H.T., Supervised discrete hashing. CVPR, 2015, 37–45.
    • (2015) CVPR , pp. 37-45
    • Shen, F.1    Shen, C.2    Liu, W.3    Shen, H.T.4
  • 27
    • 84906335982 scopus 로고    scopus 로고
    • Graph cuts for supervised binary coding
    • Ge, T., He, K., Sun, J., Graph cuts for supervised binary coding. ECCV, 2014, 250–264.
    • (2014) ECCV , pp. 250-264
    • Ge, T.1    He, K.2    Sun, J.3
  • 29
    • 84887601251 scopus 로고    scopus 로고
    • Iterative quantization: a procrustean approach to learning binary codes for large-scale image retrieval
    • Gong, Y., Lazebnik, S., Gordo, A., Perronnin, F., Iterative quantization: a procrustean approach to learning binary codes for large-scale image retrieval. IEEE Trans. Pattern Anal. Mach. Intell. 35:12 (2013), 2916–2929.
    • (2013) IEEE Trans. Pattern Anal. Mach. Intell. , vol.35 , Issue.12 , pp. 2916-2929
    • Gong, Y.1    Lazebnik, S.2    Gordo, A.3    Perronnin, F.4
  • 31
    • 84866726818 scopus 로고    scopus 로고
    • Supervised hashing with kernels
    • Liu, W., Wang, J., Ji, R., Jiang, Y., Chang, S., Supervised hashing with kernels. CVPR, 2012, 2074–2081.
    • (2012) CVPR , pp. 2074-2081
    • Liu, W.1    Wang, J.2    Ji, R.3    Jiang, Y.4    Chang, S.5
  • 32
    • 84887428910 scopus 로고    scopus 로고
    • Order preserving hashing for approximate nearest neighbor search
    • Wang, J., Wang, J., Yu, N., Li, S., Order preserving hashing for approximate nearest neighbor search. ACM Multimedia, 2013, 133–142.
    • (2013) ACM Multimedia , pp. 133-142
    • Wang, J.1    Wang, J.2    Yu, N.3    Li, S.4
  • 33
  • 35
    • 51949104743 scopus 로고    scopus 로고
    • Fast image search for learned metrics
    • Jain, P., Kulis, B., Grauman, K., Fast image search for learned metrics. CVPR, 2008, 1–8.
    • (2008) CVPR , pp. 1-8
    • Jain, P.1    Kulis, B.2    Grauman, K.3
  • 36
    • 84908192527 scopus 로고    scopus 로고
    • Supervised hashing for image retrieval via image representation learning
    • Xia, R., Pan, Y., Lai, H., Liu, C., Yan, S., Supervised hashing for image retrieval via image representation learning. AAAI, 2014, 2156–2162.
    • (2014) AAAI , pp. 2156-2162
    • Xia, R.1    Pan, Y.2    Lai, H.3    Liu, C.4    Yan, S.5
  • 37
    • 84959215516 scopus 로고    scopus 로고
    • Deep hashing for compact binary codes learning
    • Liong, V.E., Lu, J., Wang, G., Moulin, P., Zhou, J., Deep hashing for compact binary codes learning. CVPR, 2015, 2475–2483.
    • (2015) CVPR , pp. 2475-2483
    • Liong, V.E.1    Lu, J.2    Wang, G.3    Moulin, P.4    Zhou, J.5
  • 38
    • 84959204846 scopus 로고    scopus 로고
    • Simultaneous feature learning and hash coding with deep neural networks
    • Lai, H., Pan, Y., Liu, Y., Yan, S., Simultaneous feature learning and hash coding with deep neural networks. CVPR, 2015, 3270–3278.
    • (2015) CVPR , pp. 3270-3278
    • Lai, H.1    Pan, Y.2    Liu, Y.3    Yan, S.4
  • 40
    • 84962209007 scopus 로고    scopus 로고
    • Scalable multimedia retrieval by deep learning hashing with relative similarity learning
    • Gao, L., Song, J., Zou, F., Zhang, D., Shao, J., Scalable multimedia retrieval by deep learning hashing with relative similarity learning. ACM Multimedia, 2015, 903–906.
    • (2015) ACM Multimedia , pp. 903-906
    • Gao, L.1    Song, J.2    Zou, F.3    Zhang, D.4    Shao, J.5
  • 41
    • 84973901375 scopus 로고    scopus 로고
    • Multi-view complementary hash tables for nearest neighbor search
    • Liu, X., Huang, L., Deng, C., Lu, J., Lang, B., Multi-view complementary hash tables for nearest neighbor search. ICCV, 2015, 1107–1115.
    • (2015) ICCV , pp. 1107-1115
    • Liu, X.1    Huang, L.2    Deng, C.3    Lu, J.4    Lang, B.5
  • 42
    • 84933498450 scopus 로고    scopus 로고
    • Compact image fingerprint via multiple kernel hashing
    • Zou, F., Chen, Y., Song, J., Zhou, K., Yang, Y., Sebe, N., Compact image fingerprint via multiple kernel hashing. IEEE Trans. Multimedia 17:7 (2015), 1006–1018.
    • (2015) IEEE Trans. Multimedia , vol.17 , Issue.7 , pp. 1006-1018
    • Zou, F.1    Chen, Y.2    Song, J.3    Zhou, K.4    Yang, Y.5    Sebe, N.6
  • 43
    • 77956027394 scopus 로고    scopus 로고
    • Self-taught hashing for fast similarity search
    • Zhang, D., Wang, J., Cai, D., Lu, J., Self-taught hashing for fast similarity search. SIGIR, 2010, 18–25.
    • (2010) SIGIR , pp. 18-25
    • Zhang, D.1    Wang, J.2    Cai, D.3    Lu, J.4
  • 44
    • 84937205958 scopus 로고    scopus 로고
    • Asymmetric cyclical hashing for large scale image retrieval
    • Lv, Y., Ng, W.W.Y., Zeng, Z., Yeung, D.S., Chan, P.P.K., Asymmetric cyclical hashing for large scale image retrieval. IEEE Trans. Multimedia 17:8 (2015), 1225–1235.
    • (2015) IEEE Trans. Multimedia , vol.17 , Issue.8 , pp. 1225-1235
    • Lv, Y.1    Ng, W.W.Y.2    Zeng, Z.3    Yeung, D.S.4    Chan, P.P.K.5
  • 46
    • 84959212866 scopus 로고    scopus 로고
    • Tree quantization for large-scale similarity search and classification
    • Babenko, A., Lempitsky, V.S., Tree quantization for large-scale similarity search and classification. CVPR, 2015, 4240–4248.
    • (2015) CVPR , pp. 4240-4248
    • Babenko, A.1    Lempitsky, V.S.2
  • 47
    • 84986268753 scopus 로고    scopus 로고
    • Supervised quantization for similarity search
    • Wang, X., Zhang, T., Qi, G., Tang, J., Wang, J., Supervised quantization for similarity search. CVPR, 2016, 2018–2026.
    • (2016) CVPR , pp. 2018-2026
    • Wang, X.1    Zhang, T.2    Qi, G.3    Tang, J.4    Wang, J.5
  • 48
    • 84959198229 scopus 로고    scopus 로고
    • Sparse composite quantization
    • Zhang, T., Qi, G., Tang, J., Wang, J., Sparse composite quantization. CVPR, 2015, 4548–4556.
    • (2015) CVPR , pp. 4548-4556
    • Zhang, T.1    Qi, G.2    Tang, J.3    Wang, J.4
  • 49
    • 84959233699 scopus 로고    scopus 로고
    • Optimal graph leaning with partial tags and multiple features for image and video annotation
    • Gao, L., Song, J., Nie, F., Yan, Y., Sebe, N., Shen, H.T., Optimal graph leaning with partial tags and multiple features for image and video annotation. CVPR, 2015, 4371–4379.
    • (2015) CVPR , pp. 4371-4379
    • Gao, L.1    Song, J.2    Nie, F.3    Yan, Y.4    Sebe, N.5    Shen, H.T.6
  • 51
    • 77953202699 scopus 로고    scopus 로고
    • Tagprop: discriminative metric learning in nearest neighbor models for image auto-annotation
    • Guillaumin, M., Mensink, T., Verbeek, J.J., Schmid, C., Tagprop: discriminative metric learning in nearest neighbor models for image auto-annotation. ICCV, 2009, 309–316.
    • (2009) ICCV , pp. 309-316
    • Guillaumin, M.1    Mensink, T.2    Verbeek, J.J.3    Schmid, C.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.