19.4.2.1.2 Hashing for Large Scale Systems, Web-Scale System

Chapter Contents (Back)
Image Database. Web Scale Database. Internet Scale Database. Representation. Retrieval Mechanism.

Li, Y.N.[Yue Nan], Luo, H.[Hao],
Approximate Nearest Neighbor Based Feature Quantization Algorithm for Robust Hashing,
IEICE(E95-D), No. 12, December 2012, pp. 3109-3112.
WWW Link. 1212
BibRef

Li, Y.N.[Yue Nan],
Robust Content Fingerprinting Algorithm Based on Sparse Coding,
SPLetters(22), No. 9, September 2015, pp. 1254-1258.
IEEE DOI 1503
image coding BibRef

Cheng, J.[Jian], Leng, C.[Cong], Li, P.[Peng], Wang, M.[Meng], Lu, H.Q.[Han-Qing],
Semi-supervised multi-graph hashing for scalable similarity search,
CVIU(124), No. 1, 2014, pp. 12-21.
Elsevier DOI 1406
Hashing BibRef

Yu, J.[Jun], Hong, R.[Richang], Wang, M.[Meng], You, J.[Jane],
Image clustering based on sparse patch alignment framework,
PR(47), No. 11, 2014, pp. 3512-3519.
Elsevier DOI 1407
Image clustering BibRef

Xin, X.[Xin], Nagar, A.[Abhishek], Srivastava, G.[Gaurav], Li, Z.[Zhu], Fernandes, F.[Felix], Katsaggelos, A.K.[Aggelos K.],
Large Visual Repository Search with Hash Collision Design Optimization,
MultMedMag(20), No. 2, 2013, pp. 62-71.
IEEE DOI 1307
Augmented reality; hash-code collision; indexing; mobile search BibRef

Liu, X.L.[Xiang-Long], He, J.F.[Jun-Feng], Lang, B.[Bo],
Multiple feature kernel hashing for large-scale visual search,
PR(47), No. 2, 2014, pp. 748-757.
Elsevier DOI 1311
Locality-sensitive hashing BibRef

Zhou, W.G.[Wen-Gang], Yang, M.[Ming], Li, H.Q.[Hou-Qiang], Wang, X.Y.[Xiao-Yu], Lin, Y.Q.[Yuan-Qing], Tian, Q.[Qi],
Towards Codebook-Free: Scalable Cascaded Hashing for Mobile Image Search,
MultMed(16), No. 3, April 2014, pp. 601-611.
IEEE DOI 1405
feature extraction BibRef

Zhou, W.G.[Wen-Gang], Yang, M.[Ming], Wang, X.Y.[Xiao-Yu], Li, H.Q.[Hou-Qiang], Lin, Y.Q.[Yuan-Qing], Tian, Q.[Qi],
Scalable Feature Matching by Dual Cascaded Scalar Quantization for Image Retrieval,
PAMI(38), No. 1, January 2016, pp. 159-171.
IEEE DOI 1601
Feature extraction BibRef

Liu, Z.[Zhen], Li, H.Q.[Hou-Qiang], Zhou, W.G.[Wen-Gang], Zhao, R.Z.[Rui-Zhen], Tian, Q.[Qi],
Contextual Hashing for Large-Scale Image Search,
IP(23), No. 4, April 2014, pp. 1606-1614.
IEEE DOI 1404
Internet BibRef

Liu, Z.[Zhen], Li, H.Q.[Hou-Qiang], Zhang, L.Y.[Li-Yan], Zhou, W.G.[Wen-Gang], Tian, Q.[Qi],
Cross-Indexing of Binary SIFT Codes for Large-Scale Image Search,
IP(23), No. 5, May 2014, pp. 2047-2057.
IEEE DOI 1405
binary codes BibRef

Xie, L.X.[Ling-Xi], Tian, Q.[Qi], Zhou, W.G.[Wen-Gang], Zhang, B.[Bo],
Heterogeneous Graph Propagation for Large-Scale Web Image Search,
IP(24), No. 11, November 2015, pp. 4287-4298.
IEEE DOI 1509
image retrieval See also Fast and accurate near-duplicate image search with affinity propagation on the ImageWeb. See also Spatial Pooling of Heterogeneous Features for Image Classification. BibRef

Luo, Q.J.[Qing-Jun], Zhang, S.L.[Shi-Liang], Huang, T.J.[Tie-Jun], Gao, W.[Wen], Tian, Q.[Qi],
Hybrid-Indexing Multi-type Features for Large-Scale Image Search,
ACCV14(I: 446-460).
Springer DOI 1504
BibRef

Liu, Z.[Zhen], Li, H.Q.[Hou-Qiang], Zhou, W.G.[Wen-Gang], Hong, R., Tian, Q.[Qi],
Uniting Keypoints: Local Visual Information Fusion for Large-Scale Image Search,
MultMed(17), No. 4, April 2015, pp. 538-548.
IEEE DOI 1503
Feature extraction BibRef

Tang, J.H.[Jin-Hui], Li, Z.C.[Ze-Chao], Wang, M., Zhao, R.,
Neighborhood Discriminant Hashing for Large-Scale Image Retrieval,
IP(24), No. 9, September 2015, pp. 2827-2840.
IEEE DOI 1506
Binary codes BibRef

Li, Z.C.[Ze-Chao], Tang, J.H.[Jin-Hui],
Weakly Supervised Deep Metric Learning for Community-Contributed Image Retrieval,
MultMed(17), No. 11, November 2015, pp. 1989-1999.
IEEE DOI 1511
Data structures BibRef

Lv, Y., Ng, W.W.Y., Zeng, Z., Yeung, D.S., Chan, P.P.K.,
Asymmetric Cyclical Hashing for Large Scale Image Retrieval,
MultMed(17), No. 8, August 2015, pp. 1225-1235.
IEEE DOI 1506
Euclidean distance BibRef

Gallas, A., Barhoumi, W., Kacem, N., Zagrouba, E.,
Locality-sensitive hashing for region-based large-scale image indexing,
IET-IPR(9), No. 9, 2015, pp. 804-810.
DOI Link 1509
file organisation BibRef

Guo, Y., Ding, G., Liu, L., Han, J., Shao, L.,
Learning to Hash With Optimized Anchor Embedding for Scalable Retrieval,
IP(26), No. 3, March 2017, pp. 1344-1354.
IEEE DOI 1703
image representation BibRef

Guo, Y., Ding, G., Han, J., Gao, Y.,
Zero-Shot Learning With Transferred Samples,
IP(26), No. 7, July 2017, pp. 3277-3290.
IEEE DOI 1706
Labeling, Robustness, Standards, Supervised learning, Support vector machines, Target recognition, Training, Zero-shot learning, experiment, inductive learning, robust support vector machine (SVM), transductive learning, transfer learning. BibRef

Liu, L.[Li], Lin, Z.J.[Zi-Jia], Shao, L.[Ling], Shen, F.M.[Fu-Min], Ding, G.G.[Gui-Guang], Han, J.G.[Jun-Gong],
Sequential Discrete Hashing for Scalable Cross-Modality Similarity Retrieval,
IP(26), No. 1, January 2017, pp. 107-118.
IEEE DOI 1612
Internet BibRef

Liu, L.[Li], Yu, M.Y.[Meng-Yang], Shao, L.[Ling],
Multiview Alignment Hashing for Efficient Image Search,
IP(24), No. 3, March 2015, pp. 956-966.
IEEE DOI 1502
Binary codes See also Structure-Preserving Binary Representations for RGB-D Action Recognition. BibRef

Liu, L.[Li], Yu, M.Y.[Meng-Yang], Shao, L.[Ling],
Unsupervised Local Feature Hashing for Image Similarity Search,
Cyber(46), No. 11, November 2016, pp. 2548-2558.
IEEE DOI 1609
feature extraction See also Structure-Preserving Binary Representations for RGB-D Action Recognition. BibRef

Liu, L.[Li], Shao, L.[Ling], Shen, F., Yu, M.Y.[Meng-Yang],
Discretely Coding Semantic Rank Orders for Supervised Image Hashing,
CVPR17(5140-5149)
IEEE DOI 1711
Binary codes, Correlation, Encoding, Optimization, Semantics, Training, data BibRef

Cai, Z.Y.[Zi-Yun], Liu, L.[Li], Yu, M.Y.[Meng-Yang], Shao, L.[Ling],
Latent Structure Preserving Hashing,
BMVC15(xx-yy).
DOI Link 1601
BibRef

Liu, L.[Li], Yu, M.Y.[Meng-Yang], Shao, L.[Ling],
Latent Structure Preserving Hashing,
IJCV(122), No. 3, May 2017, pp. 439-457.
Springer DOI 1704
BibRef

Chen, Z.X.[Zhi-Xiang], Lu, J.W.[Ji-Wen], Feng, J.J.[Jian-Jiang], Zhou, J.[Jie],
Nonlinear Discrete Hashing,
MultMed(19), No. 1, January 2017, pp. 123-135.
IEEE DOI 1612
Binary codes Multilayer search. BibRef

Chen, Z.X.[Zhi-Xiang], Lu, J.W.[Ji-Wen], Feng, J.J.[Jian-Jiang], Zhou, J.[Jie],
Nonlinear Sparse Hashing,
MultMed(19), No. 9, September 2017, pp. 1996-2009.
IEEE DOI 1708
Binary codes, Encoding, Neural networks, Quantization (signal), Semantics, Sparse matrices, Training, Hashing, informative encoding, nonlinear transformation, sparse BibRef

Zhang, C., Zheng, W.S.,
Semi-Supervised Multi-View Discrete Hashing for Fast Image Search,
IP(26), No. 6, June 2017, pp. 2604-2617.
IEEE DOI 1705
cryptography, image coding, learning (artificial intelligence), Hamming space, compact coding, composite discrete hash learning modeling, fast image search, learning hashing codes, multi-view hash models, relaxation, semisupervised multiview discrete hashing, unsupervised multiview hash models, Binary codes, Data models, Labeling, Linear programming, Machine learning, Matrix decomposition, Semantics, Hash function learning, fast search, multi-view modeling, semi-supervised, methods BibRef

Liong, V.E., Lu, J., Tan, Y.P., Zhou, J.,
Deep Video Hashing,
MultMed(19), No. 6, June 2017, pp. 1209-1219.
IEEE DOI 1705
Binary codes, Computer architecture, Convolutional codes, Feature extraction, Machine learning, Quantization (signal), Visualization, Deep learning, scalable video search, video hashing BibRef

Ma, D., Liang, J., He, R., Kong, X.,
Nonlinear Discrete Cross-Modal Hashing for Visual-Textual Data,
MultMedMag(24), No. 2, April 2017, pp. 56-65.
IEEE DOI 1705
Binary codes, Linear programming, Mathematical model, Multimedia communication, Optimization, Quantization (signal), Semantics, big data, cross-modal hashing, data analysis, discrete binary codes, graphics, multimedia, multimedia, retrieval BibRef

Li, K.[Kai], Qi, G.J.[Guo-Jun], Ye, J.[Jun], Hua, K.A.[Kien A.],
Linear Subspace Ranking Hashing for Cross-Modal Retrieval,
PAMI(39), No. 9, September 2017, pp. 1825-1838.
IEEE DOI 1708
Correlation, Hamming distance, Indexing, Multimedia communication, Probabilistic logic, Semantics, Sparse matrices, Cross-modal hashing, image and text retrieval, large-scale similarity search, max-order-statistics, rank correlation measures, ranking, subspace, learning BibRef

Shen, F., Yang, Y., Liu, L., Liu, W., Tao, D., Shen, H.T.,
Asymmetric Binary Coding for Image Search,
MultMed(19), No. 9, September 2017, pp. 2022-2032.
IEEE DOI 1708
Binary codes, Databases, Encoding, Kernel, Optimization, Hashing, binary codes, retrieval BibRef


Jiang, Q.Y., Li, W.J.,
Deep Cross-Modal Hashing,
CVPR17(3270-3278)
IEEE DOI 1711
Binary codes, Convolutional codes, Databases, Machine learning, Neural networks, Semantics, Training BibRef

Hu, Z., Chen, J., Lu, H., Zhang, T.,
Bayesian Supervised Hashing,
CVPR17(3288-3295)
IEEE DOI 1711
Bayes methods, Binary codes, Estimation, Mathematical model, Optimization, Semantics, Training, data BibRef

Do, T.T., Tan, D.K.L., Pham, T.T., Cheung, N.M.,
Simultaneous Feature Aggregating and Hashing for Large-Scale Image Search,
CVPR17(4217-4226)
IEEE DOI 1711
Binary codes, Feature extraction, Image reconstruction, Image representation, Optimization, Quantization (signal), Training BibRef

Da, C.[Cheng], Xu, S.B.[Shi-Biao], Ding, K.[Kun], Meng, G.F.[Gao-Feng], Xiang, S.M.[Shi-Ming], Pan, C.H.[Chun-Hong],
AMVH: Asymmetric Multi-Valued hashing,
CVPR17(898-906)
IEEE DOI 1711
Binary codes, Databases, Dictionaries, Encoding, Linear programming, Optimization. BibRef

Zhuang, N., Ye, J., Hua, K.A.,
DLSTM approach to video modeling with hashing for large-scale video retrieval,
ICPR16(3222-3227)
IEEE DOI 1705
LSTM: long short-term memory Neural Network. Computational modeling, Data models, Feature extraction, Quantization (signal), Semantics, Speech recognition, Training BibRef

Wang, X.F.[Xiao-Fang], Shi, Y.[Yi], Kitani, K.M.[Kris M.],
Deep Supervised Hashing with Triplet Labels,
ACCV16(I: 70-84).
Springer DOI 1704
BibRef

Liu, Y.Z.[Yan-Zhen], Bai, X.[Xiao], Yan, C.[Cheng], Wang, J.[Jing], Zhou, J.[Jun],
Hashing with Non-Linear Manifold Learning,
DICTA16(1-8)
IEEE DOI 1701
Binary codes BibRef

Zhu, L.[Lei], Shen, J.L.[Jia-Lie], Xie, L.[Liang], Cheng, Z.Y.[Zhi-Yong],
Unsupervised Topic Hypergraph Hashing for Efficient Mobile Image Retrieval,
Cyber(47), No. 11, November 2017, pp. 3941-3954.
IEEE DOI 1710
BibRef
Earlier: A3, A1, A4, Only:
Multi-Task Multi-modal Semantic Hashing for Web Image Retrieval with Limited Supervision,
MMMod17(I: 465-477).
Springer DOI 1701
Binary codes, Correlation, Image retrieval, Mobile communication, High-order semantic correlations BibRef

Yang, G.Q.[Guan-Qun], Xu, X.S.[Xin-Shun], Guo, S.Q.[Shan-Qing], Wang, X.L.[Xiao-Lin],
M3LH: Multi-modal Multi-label Hashing for Large Scale Data Search,
MMMod17(I: 201-213).
Springer DOI 1701
BibRef

Ong, E.J.[Eng-Jon], Bober, M.[Miroslaw],
Improved Hamming Distance Search Using Variable Length Hashing,
CVPR16(2000-2008)
IEEE DOI 1612
BibRef

Kalantidis, Y.[Yannis], Kennedy, L.[Lyndon], Nguyen, H.[Huy], Mellina, C.[Clayton], Shamma, D.A.[David A.],
LOH and Behold: Web-Scale Visual Search, Recommendation and Clustering Using Locally Optimized Hashing,
WebScale16(I: 702-718).
Springer DOI 1611
BibRef

Weng, Z.Y.[Zhen-Yu], Yao, W.B.[Wen-Bin], Sun, Z.Q.[Zi-Qiang], Zhu, Y.S.[Yue-Sheng],
Asymmetric distance for spherical hashing,
ICIP16(206-210)
IEEE DOI 1610
Binary codes BibRef

Li, Y.Q.[Yun-Qiang], Zha, Y.F.[Yu-Fei], Li, H.Y.[Huan-Yu], Zhang, S.J.[Sheng-Jie], Tao, K.[Ku], Yuan, Y.[Yang],
Learning weighted hashing on local structured data,
ICIP16(211-215)
IEEE DOI 1610
Binary codes BibRef

Wang, Z.[Zheng], Liang, T.[Ti],
Shapelearner: Towards Shape-based Visual Knowledge Harvesting,
ISPRS16(B3: 789-796).
DOI Link 1610
BibRef

Gholami, B., Hajisami, A.,
Kernel auto-encoder for semi-supervised hashing,
WACV16(1-8)
IEEE DOI 1606
Binary codes BibRef

Mukherjee, L.[Lopamudra], Ravi, S.N.[Sathya N.], Ithapu, V.K.[Vamsi K.], Holmes, T.[Tyler], Singh, V.[Vikas],
An NMF Perspective on Binary Hashing,
ICCV15(4184-4192)
IEEE DOI 1602
Benchmark testing BibRef

Matsui, Y.[Yusuke], Yamasaki, T.[Toshihiko], Aizawa, K.[Kiyoharu],
PQTable: Fast Exact Asymmetric Distance Neighbor Search for Product Quantization Using Hash Tables,
ICCV15(1940-1948)
IEEE DOI 1602
Artificial neural networks BibRef

Ding, K.[Kun], Huo, C.L.[Chun-Lei], Fan, B.[Bin], Pan, C.H.[Chun-Hong],
kNN Hashing with Factorized Neighborhood Representation,
ICCV15(1098-1106)
IEEE DOI 1602
Binary codes BibRef

Zeng, Z.Q.[Zi-Qian], Wu, Z.[Zimevg], Ng, W.W.Y.,
Projection selection hashing,
ICWAPR15(185-191)
IEEE DOI 1511
Fourier analysis BibRef

Jiang, K.[Ke], Que, Q.[Qichao], Kulis, B.[Brian],
Revisiting kernelized locality-sensitive hashing for improved large-scale image retrieval,
CVPR15(4933-4941)
IEEE DOI 1510
BibRef

Fuentes-Pineda, G.[Gibran], Meza-Ruz, I.V.[Ivan Vladimir],
Sampled Weighted Min-Hashing for Large-Scale Topic Mining,
MCPR15(203-213).
Springer DOI 1506
BibRef

Bondugula, S.[Sravanthi], Davis, L.S.[Larry S.],
Hierarchical Spherical Hashing for Compressing High Dimensional Vectors,
WACV15(558-565)
IEEE DOI 1503
Art; Binary codes; Convergence; Force; Training; Training data; For retrieval operations. BibRef

Feng, S.Y.[Shao-Yong], Tian, X.[Xing], Ng, W.W.Y.[Wing W.Y.],
Re-ranking with two-level hashing,
ICWAPR14(98-103)
IEEE DOI 1412
Artificial neural networks BibRef

Wang, Q.F.[Qi-Fan], Si, L.[Luo], Zhang, D.[Dan],
Learning to Hash with Partial Tags: Exploring Correlation between Tags and Hashing Bits for Large Scale Image Retrieval,
ECCV14(III: 378-392).
Springer DOI 1408
BibRef

Trad, M.R.[Mohamed Riadh], Joly, A.[Alexis], Boujemaa, N.[Nozha],
Distributed KNN-graph approximation via hashing,
ICMR12(43).
DOI Link 1301
K-Nearest Neighbor Graph (K-NNG) of large and high dimensional datasets BibRef

Liu, X.L.[Xiang-Long], Mu, Y.D.[Ya-Dong], Lang, B.[Bo], Chang, S.F.[Shih-Fu],
Compact hashing for mixed image-keyword query over multi-label images,
ICMR12(18).
DOI Link 1301
locality-sensitive hashing (LSH) BibRef

Yang, H.[Heng], Wang, Q.[Qing], He, Z.C.[Zhou-Can],
Indexing Large Visual Vocabulary by Randomized Dimensions Hashing for High Quantization Accuracy: Improving the Object Retrieval Quality,
CAIP09(783-790).
Springer DOI 0909
BibRef

He, J.F.[Jun-Feng], Chang, S.F.[Shih-Fu], Radhakrishnan, R.[Regunathan], Bauer, C.[Claus],
Compact hashing with joint optimization of search accuracy and time,
CVPR11(753-760).
IEEE DOI 1106
Finding approximate nearest neighborhoods. Large scale search. BibRef

Chapter on Implementations and Applications, Databases, QBIC, Video Analysis, Hardware and Software, Inspection continues in
System Issues, Data Structures .


Last update:Nov 18, 2017 at 20:56:18