19.4.4.1 General Similarity Measures for Database Indexing

Chapter Contents (Back)
Image Database. Match Measure. Distance Measure. Similarity Measures. See also Similarity Measure, Distance Transforms and Functions for Objects and Shapes. See also Basic Comparison of Relational Network Descriptions.

Chang, S.K., Yang, C.C.,
Picture Information Measures for Similarity Retrieval,
CVGIP(23), No. 3, September 1983, pp. 366-375.
WWW Link. BibRef 8309
Earlier: A2, A1:
Encoding Techniques for Efficient Similarity Retrieval from Pictorial Databases,
PRIP78(422-426). BibRef

Chang, S.K., Shi, Q.Y., and Yan, C.W.,
Iconic Indexing by 2-D Strings,
PAMI(9), No. 3, May 1987, pp. 413-428. BibRef 8705

Chang, S.K., Liu, S.H.,
Picture Indexing and Abstraction Techniques for Pictorial Databases,
PAMI(6), No. 4, July 1984, pp. 475-484. BibRef 8407

Jain, R.C.[Ramesh C.], Horowitz, B.[Bradley], Fuller, C.E.[Charles E.], Gupta, A.[Amarnath], Bach, J.R.[Jeffrey R.], Shu, C.F.[Chiao-Fe],
Threshold-based comparison,
US_Patent5,915,250, June 22, 1999.
HTML Version. BibRef 9906

Santini, S.[Simone], Jain, R.C.[Ramesh C.],
Similarity Measures,
PAMI(21), No. 9, September 1999, pp. 871-883.
IEEE DOI BibRef 9909
Earlier:
Similarity Queries in Image Databases,
CVPR96(646-651).
IEEE DOI BibRef
And:
Gabor Space and the Development of Preattentive Similarity,
ICPR96(I: 40-44).
IEEE DOI 9608
Measures for database extraction. Fuzzy Feature Contrast. Extension of the Feature Contrast model of Tversky ( See also Features of Similarity. ). See also Similarity Is a Geometer. BibRef

Cha, G.H.[Guang-Ho], Chung, C.W.[Chin-Wan],
An Indexing and Retrieval Mechanism for Complex Similarity Queries in Image Databases,
JVCIR(10), No. 3, September 1999, pp. 268-290. 0008
BibRef

Jacobs, D.W.[David W.], Weinshall, D.[Daphna], Gdalyahu, Y.[Yoram],
Classification with Nonmetric Distances: Image Retrieval and Class Representation,
PAMI(22), No. 6, June 2000, pp. 583-600.
IEEE DOI 0008
BibRef
Earlier:
Condensing Image Databases when Retrieval is Based on Non-Metric Distances,
ICCV98(596-601).
IEEE DOI BibRef

Regentova, E., Latifi, S., Deng, S.,
Images similarity estimation by processing compressed data,
IVC(19), No. 7, May 2001, pp. 485-500.
WWW Link. 0104
BibRef

Aksoy, S.[Selim], Haralick, R.M.[Robert M.],
Feature normalization and likelihood-based similarity measures for image retrieval,
PRL(22), No. 5, April 2001, pp. 563-582.
Elsevier DOI 0105
BibRef
Earlier:
Probabilistic vs. Geometric Similarity Measures for Image Retrieval,
CVPR00(II: 357-362).
IEEE DOI 0005
BibRef
Earlier:
Graph-Theoretic Clustering for Image Grouping and Retrieval,
CVPR99(I: 63-68).
IEEE DOI BibRef

Aksoy, S.[Selim], Haralick, R.M.[Robert M.],
A classification framework for content-based image retrieval,
ICPR02(II: 503-506).
IEEE DOI 0211
BibRef
Earlier:
Textural features for image database retrieval,
CBAIVL98(45-49).
IEEE Top Reference. 0208
BibRef

Jin, J.S.[Jesse S.], Kurniawati, R.[Ruth],
Varying similarity metrics in visual information retrieval,
PRL(22), No. 5, April 2001, pp. 583-592.
Elsevier DOI 0105
BibRef

Rubner, Y.[Yossi], Tomasi, C.[Carlo], Guibas, L.J.[Leonidas J.],
The Earth Mover's Distance as a Metric for Image Retrieval,
IJCV(40), No. 2, November 2000, pp. 99-121.
DOI Link 0101
BibRef
And: StanfordSTAN-CS-TN-98-86, 1998. BibRef
Earlier:
A Metric for Distributions with Applications to Image Databases,
ICCV98(59-66).
IEEE DOI BibRef
Earlier: A1, A3, A2:
The Earth Mover's Distance, Multi-Dimensional Scaling, and Color-Based Image Retrieval,
DARPA97(661-668). See also Earth Mover's Distance under Transformation Sets, The. BibRef

Rubner, Y.[Yossi], Puzicha, J.[Jan], Tomasi, C.[Carlo], Buhmann, J.M.[Joachim M.],
Empirical Evaluation of Dissimilarity Measures for Color and Texture,
CVIU(84), No. 1, October 2001, pp. 25-43.
DOI Link 0203
BibRef
Earlier: A2, A1, A3, A4: ICCV99(1165-1172).
IEEE DOI BibRef

Rubner, Y.[Yossi], Tomasi, C.[Carlo],
Comparing the EMD to other Dissimilarity Measures for Color Images,
DARPA98(331-339). For indexing Earth Mover's Distance -- how much work to change from one to the other BibRef 9800

Rubner, Y.[Yossi], Tomasi, C.[Carlo],
Perceptual Metrics for Image Database Navigation,
KluwerDecember 2000. ISBN 0-7923-7219-0.
WWW Link. Distribution-based measures, Earth-mover's distance, Color, Texture, comparing measures, visualization, navigation. BibRef 0012

Adan, A.[Antonio], and Adan, M.[Miguel],
A Flexible Similarity Measure for 3D Shapes Recognition,
PAMI(26), No. 11, November 2004, pp. 1507-1520.
IEEE Abstract. 0410
See also Modeling Wave Set: Definition and Application of a New Topological Organization for 3D Object Modeling. Establish n-connectivity in 3-d object modeling meshes. Cone Curvature. BibRef

Qamra, A.[Arun], Meng, Y.[Yan], Chang, E.Y.[Edward Y.],
Enhanced Perceptual Distance Functions and Indexing for Image Replica Recognition,
PAMI(27), No. 3, March 2005, pp. 379-391.
IEEE Abstract. 0501
Detect whether the image is a replica for copyright issues. Enhance Dynamic Partial Distance Function Hash based on this distance function. BibRef

Qamra, A.[Arun], Chang, E.Y.[Edward Y.],
Scalable Indexing for Perceptual Data,
MCAM07(24-32).
Springer DOI 0706
BibRef

Meng, Y.[Yan], Chang, E.Y., Li, B.T.[Bei-Tao],
Enhancing DPF for near-replica image recognition,
CVPR03(II: 416-423).
IEEE DOI 0307
BibRef

Li, B.T.[Bei-Tao], Chang, E.Y., Wu, C.T.[Ching-Tung],
DPF: A perceptual distance function for image retrieval,
ICIP02(II: 597-600).
IEEE DOI 0210
BibRef

Missaoui, R.[Rokia], Sarifuddin, M., Vaillancourt, J.[Jean],
Similarity measures for efficient content-based image retrieval,
VISP(152), No. 6, December 2005, pp. 875-887.
DOI Link 0512
BibRef
Earlier:
An Effective Approach Towards Content-Based Image Retrieval,
CIVR04(335-343).
Springer DOI 0505
BibRef

Palenichka, R.M.[Roman M.], Missaoui, R.[Rokia], Zaremba, M.B.[Marek B.],
Extraction of Salient Features for Image Retrieval Using Multi-scale Image Relevance Function,
CIVR04(428-437).
Springer DOI 0505
BibRef
And:
Fast object localization using multi-scale image relevance function,
ICPR04(III: 227-230).
IEEE DOI 0409
BibRef

Le, S.Q.[Si Quang], Ho, T.B.[Tu Bao],
An association-based dissimilarity measure for categorical data,
PRL(26), No. 16, December 2005, pp. 2549-2557.
WWW Link. 0512
BibRef

Troyanker, V.[Vlad],
Perceptual similarity image retrieval,
US_Patent7,031,555, April 18, 2006.
HTML Version. BibRef 0604

Yu, J.[Jie], Amores, J.[Jaume], Sebe, N.[Nicu], Radeva, P.I.[Petia I.], Tian, Q.[Qi],
Distance Learning for Similarity Estimation,
PAMI(30), No. 3, March 2008, pp. 451-462.
IEEE DOI 0801
BibRef

Yu, J.[Jie], Tian, Q.[Qi], Amores, J.[Jaume], Sebe, N.[Nicu],
Toward Robust Distance Metric Analysis for Similarity Estimation,
CVPR06(I: 316-322).
IEEE DOI 0606
BibRef

Tian, Q.[Qi], Yu, J.[Jie], Xue, Q.[Qing], Sebe, N.[Nicu], Huang, T.S.[Thomas S.],
Robust Error Metric Analysis for Noise Estimation in Image Indexing,
MMDE04(140).
IEEE DOI 0406
BibRef

Yu, J.[Jie], Tian, Q.[Qi],
Semantic Subspace Projection and Its Applications in Image Retrieval,
CirSysVideo(18), No. 4, April 2008, pp. 544-548.
IEEE DOI 0804
BibRef
Earlier:
Adaptive Discriminant Projection for Content-based Image Retrieval,
ICPR06(IV: 165-168).
IEEE DOI 0609
BibRef

Tang, H.[Hong], Fang, T.[Tao], Du, P.J.[Pei-Jun], Shi, P.F.[Peng-Fei],
Intra-dimensional feature diagnosticity in the Fuzzy Feature Contrast Model,
IVC(26), No. 6, 1 June 2008, pp. 751-760.
WWW Link. 0804
Similarity measures; Feature Contrast; Image retrieval BibRef

Wu, X.[Xiao], Hauptmann, A.G.[Alexander G.], Ngo, C.W.[Chong-Wah],
Measuring novelty and redundancy with multiple modalities in cross-lingual broadcast news,
CVIU(110), No. 3, June 2008, pp. 418-431.
WWW Link. 0711
Similarity measure; Novelty; Redundancy detection; Multimodality; Cross-lingual; Near-duplicate keyframe; News videos BibRef

Gondra, I.[Iker], Heisterkamp, D.R.[Douglas R.],
Content-based image retrieval with the normalized information distance,
CVIU(111), No. 2, August 2008, pp. 219-228.
WWW Link. 0808
BibRef
Earlier:
Learning in Region-Based Image Retrieval with Generalized Support Vector Machines,
MMDE04(149).
IEEE DOI 0406
Content-based image retrieval; Normalized information distance; Kolmogorov complexity; Compression; Raw pixel data; Visual content; Similarity measure BibRef

Gondra, I.[Iker], Xu, T.[Tao],
Image region re-weighting via multiple instance learning,
SIViP(4), No. 4, November 2010, pp. 409-417.
WWW Link. 1101
BibRef

Li, X.L.[Xue-Long], Li, J.[Jing], Tao, D.C.[Da-Cheng], Yuan, Y.[Yuan],
A Similarity Metric In Image Searching,
IJIG(7), No. 2, April 2007, pp. 211-225. 0704
BibRef

Wang, X.C.[Xin-Chao], Li, Z.[Zhu], Tao, D.C.[Da-Cheng],
Subspaces Indexing Model on Grassmann Manifold for Image Search,
IP(20), No. 9, September 2011, pp. 2627-2635.
IEEE DOI 1109
BibRef
And: Corrections: IP(20), No. 12, December 2011, pp. 3658.
IEEE DOI 1112
LDA, etc are over the whole image. BibRef

Wang, X.C.[Xin-Chao], Bian, W.[Wei], Tao, D.C.[Da-Cheng],
Grassmannian Regularized Structured Multi-View Embedding for Image Classification,
IP(22), No. 7, 2013, pp. 2646-2660.
IEEE DOI feature extraction; graph Laplacian; texture 1307
BibRef

Zhou, T.Y.[Tian-Yi], Tao, D.C.[Da-Cheng],
Labelset anchored subspace ensemble (LASE) for multi-label annotation,
ICMR12(42).
DOI Link 1301
multi-label annotation for image, text and video BibRef

Kulis, B.[Brian], Jain, P.[Prateek], Grauman, K.[Kristen],
Fast Similarity Search for Learned Metrics,
PAMI(31), No. 12, December 2009, pp. 2143-2157.
IEEE DOI 0911
BibRef
Earlier: A2, A1, A3:
Fast image search for learned metrics,
CVPR08(1-8).
IEEE DOI 0806
Award, CVPR, Student. Given pairwise, learn more complex distance function. See also Cost-Sensitive Active Visual Category Learning. BibRef

Kulis, B.[Brian], Grauman, K.[Kristen],
Kernelized Locality-Sensitive Hashing,
PAMI(34), No. 6, June 2012, pp. 1092-1104.
IEEE DOI 1205
BibRef
Earlier:
Kernelized locality-sensitive hashing for scalable image search,
ICCV09(2130-2137).
IEEE DOI 0909
Fast retrieval for large datasets. Hashing for kernelized representations. BibRef

Vijayanarasimhan, S.[Sudheendra], Kapoor, A.[Ashish],
Visual recognition and detection under bounded computational resources,
CVPR10(1006-1013).
IEEE DOI 1006
BibRef

Lee, Y.J.[Yong Jae], Grauman, K.[Kristen],
Face Discovery with Social Context,
BMVC11(xx-yy).
HTML Version. 1110
BibRef
Earlier:
Shape discovery from unlabeled image collections,
CVPR09(2254-2261).
IEEE DOI 0906
Find similar shaped objects in unlabeled images. BibRef

Jegou, H.[Herve], Schmid, C.[Cordelia], Harzallah, H.[Hedi], Verbeek, J.[Jakob],
Accurate Image Search Using the Contextual Dissimilarity Measure,
PAMI(32), No. 1, January 2010, pp. 2-11.
IEEE DOI 0912
BibRef
Earlier: A1, A3, A2, Only:
A contextual dissimilarity measure for accurate and efficient image search,
CVPR07(1-8).
IEEE DOI 0706
Improves the accuracy of bag-of-features-based image search. Consider local distribution of feature vectors. BibRef

Harzallah, H.[Hedi], Jurie, F.[Frederic], Schmid, C.[Cordelia],
Combining efficient object localization and image classification,
ICCV09(237-244).
IEEE DOI 0909
BibRef

Liu, Y.[Yi], Wang, X.L.[Xu-Lei], Wang, H.Y.[Hua-Yan], Zha, H.B.[Hong-Bin], Qin, H.[Hong],
Learning Robust Similarity Measures for 3D Partial Shape Retrieval,
IJCV(89), No. 2-3, September 2010, pp. xx-yy.
Springer DOI 1006
To improve matching of 3D shapes, distance measure for partial similarity. Focus on features that are correctly matched. BibRef

Zhang, L.[Lining], Wang, L.[Lipo], Lin, W.S.[Wei-Si],
Generalized Biased Discriminant Analysis for Content-Based Image Retrieval,
SMC-B(42), No. 1, February 2012, pp. 282-290.
IEEE DOI 1201
BibRef

Zhang, L.[Lining], Wang, L.[Lipo], Lin, W.S.[Wei-Si], Yan, S.C.[Shui-Cheng],
Geometric Optimum Experimental Design for Collaborative Image Retrieval,
CirSysVideo(24), No. 2, February 2014, pp. 346-359.
IEEE DOI 1403
Hilbert spaces BibRef

Zhang, L.N.[Li-Ning], Wang, L.[Lipo], Lin, W.S.[Wei-Si],
Semisupervised Biased Maximum Margin Analysis for Interactive Image Retrieval,
IP(21), No. 4, April 2012, pp. 2294-2308.
IEEE DOI 1204
BibRef

Zhang, L.[Lining], Wang, L.[Lipo], Lin, W.S.[Wei-Si],
Conjunctive Patches Subspace Learning With Side Information for Collaborative Image Retrieval,
IP(21), No. 8, August 2012, pp. 3707-3720.
IEEE DOI 1208
BibRef

Cerra, D.[Daniele], Datcu, M.[Mihai],
A fast compression-based similarity measure with applications to content-based image retrieval,
JVCIR(23), No. 2, February 2012, pp. 293-302.
Elsevier DOI 1201
Data compression; Normalized Compression Distance; Similarity measure; Parameter-free; Data mining; Image retrieval; Image classification; Hue Saturation Value BibRef

Chowdhury, M.[Manish], Das, S.[Sudeb], Kundu, M.K.[Malay Kumar],
Novel CBIR system based on Ripplet Transform using interactive Neuro-Fuzzy technique,
ELCVIA(11), No. 1, 2012, pp. xx-yy.
WWW Link. 1203
BibRef

Chowdhury, M.[Manish], Das, S.[Sudeb], Kundu, M.K.[Malay K.],
A Ripplet Transform Based Statistical Framework for Natural Color Image Retrieval,
CIAP13(I:492-502).
Springer DOI 1311
BibRef

Wang, G.[Gang], Hoiem, D.[Derek], Forsyth, D.A.[David A.],
Learning Image Similarity from Flickr Groups Using Fast Kernel Machines,
PAMI(34), No. 11, November 2012, pp. 2177-2188.
IEEE DOI 1209
BibRef
Earlier:
Learning image similarity from Flickr groups using Stochastic Intersection Kernel Machines,
ICCV09(428-435).
IEEE DOI 0909
Learn content based on human selected groups. BibRef

Wang, G.[Gang], Forsyth, D.A.[David A.], Hoiem, D.[Derek],
Improved Object Categorization and Detection Using Comparative Object Similarity,
PAMI(35), No. 10, 2013, pp. 2442-2453.
IEEE DOI 1309
BibRef
Earlier:
Comparative object similarity for improved recognition with few or no examples,
CVPR10(3525-3532).
IEEE DOI 1006
Adaptation models BibRef

Fan, J.P.[Jian-Ping], He, X.F.[Xiao-Fei], Zhou, N.[Ning], Peng, J.Y.[Jin-Ye], Jain, R.,
Quantitative Characterization of Semantic Gaps for Learning Complexity Estimation and Inference Model Selection,
MultMed(14), No. 5, 2012, pp. 1414-1428.
IEEE DOI 1210
Concept classifier. BibRef

Zhou, N.[Ning], Angelova, A.[Anelia], Fan, J.P.[Jian-Ping],
Generalized feature learning and indexing for object localization and recognition,
WACV14(198-204)
IEEE DOI 1406
Indexing; Peer-to-peer computing; Training See also Structured Max-Margin Learning for Inter-Related Classifier Training and Multilabel Image Annotation. BibRef

Li, P., Wang, M., Cheng, J., Xu, C., Lu, H.,
Spectral Hashing With Semantically Consistent Graph for Image Indexing,
MultMed(15), No. 1, January 2013, pp. 141-152.
IEEE DOI 1212
BibRef

Wu, J.[Jun], Shen, H.[Hong], Li, Y.D.[Yi-Dong], Xiao, Z.B.[Zhi-Bo], Lu, M.Y.[Ming-Yu], Wang, C.L.[Chun-Li],
Learning a hybrid similarity measure for image retrieval,
PR(46), No. 11, November 2013, pp. 2927-2939.
Elsevier DOI 1306
Image retrieval; Relevance feedback; Hybrid similarity measure; Short-term learning; Long-term learning BibRef

Li, Q., Shi, X., Schonfeld, D.,
Robust HOSVD-Based Higher-Order Data Indexing and Retrieval,
SPLetters(20), No. 10, 2013, pp. 984-987.
IEEE DOI 1309
Heuristic algorithms BibRef

Li, Q., Schonfeld, D.,
Multilinear Discriminant Analysis for Higher-Order Tensor Data Classification,
PAMI(36), No. 12, December 2014, pp. 2524-2537.
IEEE DOI 1411
Approximation methods BibRef

Xia, H.[Hao], Hoi, S.C.H., Jin, R.[Rong], Zhao, P.L.[Pei-Lin],
Online Multiple Kernel Similarity Learning for Visual Search,
PAMI(36), No. 3, March 2014, pp. 536-549.
IEEE DOI 1403
kernel similarity learning. flexible nonlinear proximity function. image retrieval BibRef

Wu, F.[Fei], Yu, Z.[Zhou], Yang, Y.[Yi], Tang, S.L.[Si-Liang], Zhang, Y.[Yin], Zhuang, Y.T.[Yue-Ting],
Sparse Multi-Modal Hashing,
MultMed(16), No. 2, February 2014, pp. 427-439.
IEEE DOI 1404
data acquisition BibRef

Han, Y.H.[Ya-Hong], Wei, X.X.[Xing-Xing], Cao, X.C.[Xiao-Chun], Yang, Y.[Yi], Zhou, X.F.[Xiao-Fang],
Augmenting Image Descriptions Using Structured Prediction Output,
MultMed(16), No. 6, October 2014, pp. 1665-1676.
IEEE DOI 1410
image retrieval BibRef

Faktor, A.[Alon], Irani, M.[Michal],
Clustering by Composition: Unsupervised Discovery of Image Categories,
PAMI(36), No. 6, June 2014, pp. 1092-1106.
IEEE DOI 1406
BibRef
Earlier: ECCV12(VII: 474-487).
Springer DOI 1210
Animals BibRef

Faktor, A.[Alon], Irani, M.[Michal],
Co-segmentation by Composition,
ICCV13(1297-1304)
IEEE DOI 1403
BibRef

Wang, Q.[Qi], Zhu, G.K.[Guo-Kang], Yuan, Y.[Yuan],
Statistical quantization for similarity search,
CVIU(124), No. 1, 2014, pp. 22-30.
Elsevier DOI 1406
Machine learning BibRef

Zhang, L., Zhang, Y., Gu, X., Tang, J., Tian, Q.,
Scalable Similarity Search With Topology Preserving Hashing,
IP(23), No. 7, July 2014, pp. 3025-3039.
IEEE DOI 1407
Hamming distance BibRef

Zhang, Y.D.[Yong-Dong], Zhang, L.[Lei], Tian, Q.[Qi],
A Prior-Free Weighting Scheme for Binary Code Ranking,
MultMed(16), No. 4, June 2014, pp. 1127-1139.
IEEE DOI 1407
Binary codes BibRef

Zhang, L.[Lei], Zhang, Y.D.[Yong-Dong], Tang, J.[Jinhu], Lu, K.[Ke], Tian, Q.[Qi],
Binary Code Ranking with Weighted Hamming Distance,
CVPR13(1586-1593)
IEEE DOI 1309
binary hashing for similarity measure. BibRef

Zhu, X.F.[Xiao-Feng], Zhang, L.[Lei], Huang, Z.[Zi],
A Sparse Embedding and Least Variance Encoding Approach to Hashing,
IP(23), No. 9, September 2014, pp. 3737-3750.
IEEE DOI 1410
for retrieval. BibRef

Zhang, M.[Ming], Zhang, K.[Ke], Feng, Q.H.[Qing-He], Wang, J.Z.[Jian-Zhong], Kong, J.[Jun], Lu, Y.H.[Ying-Hua],
A novel image retrieval method based on hybrid information descriptors,
JVCIR(25), No. 7, 2014, pp. 1574-1587.
Elsevier DOI 1410
Hybrid information descriptors (HIDs) BibRef

Shirakawa, S.[Shinichi],
Multiple Binary Codes for Fast Approximate Similarity Search,
IEICE(E98-D), No. 3, March 2015, pp. 671-680.
WWW Link. 1504
BibRef
Earlier:
Fast Similarity Search Using Multiple Binary Codes,
ICPR14(3714-3719)
IEEE DOI 1412
Binary codes BibRef

Pandey, S.[Shreelekha], Khanna, P.[Pritee], Yokota, H.[Haruo],
An effective use of adaptive combination of visual features to retrieve image semantics from a hierarchical image database,
JVCIR(30), No. 1, 2015, pp. 136-152.
Elsevier DOI 1507
Image semantics BibRef

Pandey, S.[Shreelekha], Khanna, P.[Pritee], Yokota, H.[Haruo],
Clustering of hierarchical image database to reduce inter-and intra-semantic gaps in visual space for finding specific image semantics,
JVCIR(38), No. 1, 2016, pp. 704-720.
Elsevier DOI 1605
Content based semantic retrieval BibRef

Lin, G.S.[Guo-Sheng], Shen, C.H.[Chun-Hua], van den Hengel, A.J.[Anton J.],
Supervised Hashing Using Graph Cuts and Boosted Decision Trees,
PAMI(37), No. 11, November 2015, pp. 2317-2331.
IEEE DOI 1511
Hamming codes BibRef

Lin, G.S.[Guo-Sheng], Shen, C.H.[Chun-Hua], Shi, Q.F.[Qin-Feng], van den Hengel, A.J.[Anton J.], Suter, D.[David],
Fast Supervised Hashing with Decision Trees for High-Dimensional Data,
CVPR14(1971-1978)
IEEE DOI 1409
BibRef
Earlier: A1, A2, A5, A4, Only:
A General Two-Step Approach to Learning-Based Hashing,
ICCV13(2552-2559)
IEEE DOI 1403
graph-cut; binary codes; hashing; image retrieval BibRef

Nie, W.Z.[Wei-Zhi], Liu, A.A.[An-An], Su, Y.T.[Yu-Ting],
3D object retrieval based on sparse coding in weak supervision,
JVCIR(37), No. 1, 2016, pp. 40-45.
Elsevier DOI 1603
3D model retrieval. CBIR applied to 3D data. BibRef

Verma, Y.[Yashaswi], Jawahar, C.V.,
Image Annotation by Propagating Labels from Semantic Neighbourhoods,
IJCV(121), No. 1, January 2017, pp. 126-148.
Springer DOI 1702
BibRef
Earlier:
Exploring SVM for Image Annotation in Presence of Confusing Labels,
BMVC13(xx-yy).
DOI Link 1402
BibRef
Earlier:
Image Annotation Using Metric Learning in Semantic Neighbourhoods,
ECCV12(III: 836-849).
Springer DOI 1210
image to label, then image to image. BibRef

Verma, Y.[Yashaswi], Gupta, A.[Ankush], Mannem, P.[Prashanth], Jawahar, C.V.,
Generating Image Descriptions Using Semantic Similarities in the Output Space,
LV13(288-293)
IEEE DOI 1309
Image Description; Semantic Similarity BibRef

Wang, L.[Lei], Wang, H.[Hanli],
Improving feature matching strategies for efficient image retrieval,
SP:IC(53), No. 1, 2017, pp. 86-94.
Elsevier DOI 1703
Image retrieval BibRef

Liang, J., Hu, Q., Wang, W., Han, Y.,
Semisupervised Online Multikernel Similarity Learning for Image Retrieval,
MultMed(19), No. 5, May 2017, pp. 1077-1089.
IEEE DOI 1704
Feature extraction BibRef


Liang, R.Z.[Ru-Ze], Shi, L., Wang, H., Meng, J.[Jiandong], Wang, J.J.Y., Sun, Q.Q.[Qing-Quan], Gu, Y.[Yi],
Optimizing top precision performance measure of content-based image retrieval by learning similarity function,
ICPR16(2954-2958)
IEEE DOI 1705
Benchmark testing, Computers, Image retrieval, Learning systems, Optimization, Training BibRef

Dad, N.[Nisrine], Ennahnahi, N.[Noureddine], Ouatik, S.E.[Said ElAlaoui], Oumsis, M.[Mohammed],
Quaternion DISC-harmonic moments based on healpix sampling for fast 2D colour shape retrieval,
ISIVC16(131-136)
IEEE DOI 1704
Healpix (hierarchical equal area isolatitude pixelation). Feature extraction BibRef

Shi, X.S.[Xiao-Shuang], Xing, F.Y.[Fu-Yong], Cai, J.Z.[Jin-Zheng], Zhang, Z.Z.[Zi-Zhao], Xie, Y.[Yuanpu], Yang, L.[Lin],
Kernel-Based Supervised Discrete Hashing for Image Retrieval,
ECCV16(VII: 419-433).
Springer DOI 1611
BibRef

Bilen, Ç., Zepeda, J., Pérez, P.,
Supervised learning of low-rank transforms for image retrieval,
ICIP16(2455-2459)
IEEE DOI 1610
Approximation algorithms BibRef

Prabhu, N.[Nikita], Babu, R.V.[R. Venkatesh],
Attribute-Graph: A Graph Based Approach to Image Ranking,
ICCV15(1071-1079)
IEEE DOI 1602
Context. rank images by their semantic similarity to a given query image. BibRef

Chen, J.[Jie], He, C.K.[Cheng-Kun], Hu, G.[Gang], Shao, J.[Jie],
SELSH: A Hashing Scheme for Approximate Similarity Search with Early Stop Condition,
MMMod16(II: 104-115).
Springer DOI 1601
BibRef

Hanyf, Y., Silkan, H., Labani, H.,
An Improvable Structure for Similarity Searching in Metric Spaces: Application on Image Databases,
CGiV16(67-72)
IEEE DOI 1608
BibRef
Earlier:
Criteria and technique to choose a good rho parameter for the D-index,
ISCV15(1-6)
IEEE DOI 1506
image retrieval. Database similarity search. database indexing BibRef

Beecks, C.[Christian], Uysal, M.S.[Merih Seran], Seidl, T.[Thomas],
Content-Based Image Retrieval with Gaussian Mixture Models,
MMMod15(I: 294-305).
Springer DOI 1501
BibRef

Du, S.[Shuze], Zhang, W.[Wei], Chen, S.F.[Shi-Feng], Wen, Y.[Yafei],
Learning Flexible Binary Code for Linear Projection Based Hashing with Random Forest,
ICPR14(2685-2690)
IEEE DOI 1412
Binary codes BibRef

Tao, R.[Ran], Smeulders, A.W.M.[Arnold W.M.], Chang, S.F.[Shih-Fu],
Attributes and categories for generic instance search from one example,
CVPR15(177-186)
IEEE DOI 1510
BibRef

Tao, R.[Ran], Gavves, E.[Efstratios], Smeulders, A.W.M.[Arnold W.M.],
Siamese Instance Search for Tracking,
CVPR16(1420-1429)
IEEE DOI 1612
BibRef

Tao, R.[Ran], Gavves, E.[Efstratios], Snoek, C.G.M.[Cees G.M.], Smeulders, A.W.M.[Arnold W.M.],
Locality in Generic Instance Search from One Example,
CVPR14(2099-2106)
IEEE DOI 1409
BibRef

Hu, J.J.[Juan-Juan], Zhu, S.H.[Song-Hao], Fan, B.J.[Bao-Jie],
Improving Tagging Quality via Learning Dissimilarity Measure in Non-Euclidean Spaces,
ACPR13(727-731)
IEEE DOI 1408
Gaussian processes BibRef

Liu, X.[Xi], Liu, R.J.[Ru-Jie], Cao, Q.[Qiong], Li, F.[Fei],
Multi-feature Late Fusion for Image Tagging,
ACPR13(34-37)
IEEE DOI 1408
image fusion BibRef

Zwicklbauer, S.[Stefan], Meixner, B.[Britta], Kosch, H.[Harald],
Improving Scene Detection Algorithms Using New Similarity Measures,
MMMod14(II: 323-330).
Springer DOI 1405
BibRef

Albatal, R.[Rami], Little, S.[Suzanne],
Empirical Exploration of Extreme SVM-RBF Parameter Values for Visual Object Classification,
MMMod14(II: 299-306).
Springer DOI 1405
BibRef

Nguyen, V.T.[Vinh-Tiep], Ngo, T.D.[Thanh Duc], Le, D.D.[Duy-Dinh], Tran, M.T.[Minh-Triet], Duong, D.A.[Duc Anh], Satoh, S.[Shin'ichi],
Semantic Extraction and Object Proposal for Video Search,
MMMod17(II: 475-479).
Springer DOI 1701
BibRef

Ngo, T.D.[Thanh Duc], Nguyen, V.T.[Vinh-Tiep], Nguyen, V.H.[Vu Hoang], Le, D.D.[Duy-Dinh], Duong, D.A.[Duc Anh], Satoh, S.[Shin'ichi],
NII-UIT Browser: A Multimodal Video Search System,
MMMod15(II: 278-281).
Springer DOI 1501
BibRef

Ngo, T.D.[Thanh Duc], Nguyen, V.H.[Vu Hoang], Lam, V.[Vu], Phan, S.[Sang], Le, D.D.[Duy-Dinh], Duong, D.A.[Duc Anh], Satoh, S.[Shin'ichi],
NII-UIT: A Tool for Known Item Search by Sequential Pattern Filtering,
MMMod14(II: 419-422).
Springer DOI 1405
Sketch or other specification. BibRef

Zhu, C.Z.[Cai-Zhi], Jegou, H.[Herve], Satoh, S.[Shin'ichi],
Query-Adaptive Asymmetrical Dissimilarities for Visual Object Retrieval,
ICCV13(1705-1712)
IEEE DOI 1403
asymmetrical dissimilarity BibRef

Xu, X.[Xing], Shimada, A.[Atsushi],
Image Annotation by Learning Label-Specific Distance Metrics,
CIAP13(I:101-110).
Springer DOI 1311
BibRef

Qin, D.F.[Dan-Feng], Chen, Y.H.[Yu-Hua], Guillaumin, M.[Matthieu], Van Gool, L.J.[Luc J.],
Learning to Rank Histograms for Object Retrieval,
BMVC14(xx-yy).
HTML Version. 1410
BibRef

Qin, D.F.[Dan-Feng], Wengert, C.[Christian], Van Gool, L.J.[Luc J.],
Query Adaptive Similarity for Large Scale Object Retrieval,
CVPR13(1610-1617)
IEEE DOI 1309
Feature-Feature Similarity for global (object) similarity. BibRef

Grana, C.[Costantino], Serra, G.[Giuseppe],
Image Classification with Multivariate Gaussian Descriptors,
CIAP13(II:111-120).
Springer DOI 1309
as opposed to bag of words. BibRef

Pighetti, R.[Romaric], Pallez, D.[Denis], Precioso, F.[Frederic],
Hybdrid Content Based Image Retrieval combining multi-objective interactive genetic algorithm and SVM,
ICPR12(2849-2852).
WWW Link. 1302
BibRef

Dinh, C.V.[Cuong V.], Duin, R.P.W.[Robert P. W.], Loog, M.[Marco],
A study on semi-supervised dissimilarity representation,
ICPR12(2861-2864).
WWW Link. 1302
BibRef

Uchida, Y.[Yusuke], Sakazawa, S.[Shigeyuki],
Image Retrieval with Fisher Vectors of Binary Features,
ACPR13(23-28)
IEEE DOI 1408
image classification BibRef

Uchida, Y.[Yusuke], Takagi, K.[Koichi], Sakazawa, S.[Shigeyuki],
An alternative to IDF: Effective scoring for accurate image retrieval with non-parametric density ratio estimation,
ICPR12(1285-1288).
WWW Link. 1302
BibRef

Wang, Y.[Yi], Li, H.[Hongyu], Niu, J.Y.[Jun-Yu], Zhang, L.[Lin],
Local tangent space based manifold entropy for image retrieval,
ICPR12(262-265).
WWW Link. 1302
BibRef

Sun, X.Z.[Xing-Zhi], Gong, L.G.[Lei-Guang], Natsev, A.P.[Apostol Paul], Teng, X.F.[Xiao-Fei], Tian, L.[Li], Wang, T.[Tao], Pan, Y.[Yue],
Image modality classification: a late fusion method based on confidence indicator and closeness matrix,
ICMR11(55).
DOI Link 1301
application of SVM ensemble classifiers BibRef

Jégou, H.[Hervé], Chum, O.[Ondrej],
Negative Evidences and Co-occurences in Image Retrieval: The Benefit of PCA and Whitening,
ECCV12(II: 774-787).
Springer DOI 1210
BibRef

Xu, Q.X., Shi, W.Z.,
A Comparison of Semantic Similarity Models In Evaluating Concept Similarity,
ISPRS12(XXXIX-B2:173-178).
DOI Link 1209
BibRef

Li, S.J.[Shi-Jin], Zhu, J.L.[Jia-Li], Feng, J.[Jun], Wan, D.[Dingsheng],
Clustering-Based Feature Selection for Content Based Remote Sensing Image Retrieval,
ICIAR12(I: 427-435).
Springer DOI 1206
BibRef

Beecks, C.[Christian], Seidl, T.[Thomas],
On Stability of Adaptive Similarity Measures for Content-Based Image Retrieval,
MMMod12(346-357).
Springer DOI 1201
BibRef

Beecks, C.[Christian], Ivanescu, A.M.[Anca Maria], Kirchhoff, S.[Steffen], Seidl, T.[Thomas],
Modeling image similarity by Gaussian mixture models and the Signature Quadratic Form Distance,
ICCV11(1754-1761).
IEEE DOI 1201
BibRef

Beecks, C.[Christian], Uysal, M.S.[Merih Seran], Seidl, T.[Thomas],
Signature Quadratic Form Distance,
CIVR10(438-445).
DOI Link 1007
Similarity measure for multimedia data. BibRef

Yao, Z.J.[Zhi-Jun], Lai, Z.Y.[Zhong-Yuan], Liu, W.Y.[Wen-Yu],
A symmetric KL divergence based spatiogram similarity measure,
ICIP11(193-196).
IEEE DOI 1201
BibRef

Ling, L.[Li], Zhai, X.H.[Xiao-Hua], Peng, Y.X.[Yu-Xin],
Tri-space and ranking based heterogeneous similarity measure for cross-media retrieval,
ICPR12(230-233).
WWW Link. 1302
BibRef

Zhai, X.H.[Xiao-Hua], Peng, Y.X.[Yu-Xin], Xiao, J.G.[Jian-Guo],
Effective Heterogeneous Similarity Measure with Nearest Neighbors for Cross-Media Retrieval,
MMMod12(312-322).
Springer DOI 1201
BibRef

Saini, M.[Mayank], Sharma, D.[Dharmendar], Gupta, P.K.,
Enhancing information retrieval efficiency using semantic-based-combined-similarity-measure,
ICIIP11(1-4).
IEEE DOI 1112
BibRef

le Borgne, H.[Hervé], Fuentes, P.M.[Pablo Muńoz],
Nonparametric Estimation of Fisher Vectors to Aggregate Image Descriptors,
ACIVS11(22-33).
Springer DOI 1108
BibRef

Girdhar, Y.[Yogesh], Dudek, G.[Gregory],
Online Visual Vocabularies,
CRV11(191-196).
IEEE DOI 1105
BibRef
Earlier:
Optimal Online Data Sampling or How to Hire the Best Secretaries,
CRV09(292-298).
IEEE DOI 0905
Maximize the probability of picking the k highest scoring samples, but make the decision in sequence. BibRef

Lam, R.[Roberto], du Buf, J.M.H.[J. M. Hans],
Retrieval of 3D Polygonal Objects Based on Multiresolution Signatures,
ISVC11(II: 136-147).
Springer DOI 1109
BibRef
Earlier:
Using Mathematical Morphology for Similarity Search of 3D Objects,
IbPRIA11(411-419).
Springer DOI 1106
BibRef

Chua, J.J.[Joselito J.], Tischer, P.E.[Peter E.],
Focusing the Normalised Information Distance on the Relevant Information Content for Image Similarity,
DICTA10(1-7).
IEEE DOI 1012
Normalised Information Distance: See also Multispectral Random Field Models for Synthesis and Analysis of Color Images. BibRef

Harada, T.[Tatsuya], Ushiku, Y.[Yoshitaka], Yamashita, Y.[Yuya], Kuniyoshi, Y.[Yasuo],
Discriminative spatial pyramid,
CVPR11(1617-1624).
IEEE DOI 1106
BibRef

Ushiku, Y.[Yoshitaka], Harada, T.[Tatsuya], Kuniyoshi, Y.[Yasuo],
Improving image similarity measures for image browsing and retrieval through latent space learning between images and long texts,
ICIP10(2365-2368).
IEEE DOI 1009
BibRef

Lin, R.S.[Ruei-Sung], Ross, D.A.[David A.], Yagnik, J.[Jay],
SPEC hashing: Similarity preserving algorithm for entropy-based coding,
CVPR10(848-854).
IEEE DOI 1006
Retrieval. Binary hash for nearest neighbot retrieval. BibRef

Babenko, B.[Boris], Branson, S.[Steve], Belongie, S.J.[Serge J.],
Similarity metrics for categorization: From monolithic to category specific,
ICCV09(293-300).
IEEE DOI 0909
BibRef

Han, J.W.[Jun-Wei], McKenna, S.J.[Stephen J.], Wang, R.X.[Rui-Xuan],
Learning Query-Dependent Distance Metrics for Interactive Image Retrieval,
CVS09(374-383).
Springer DOI 0910
BibRef

He, D.[Daan], Cercone, N.[Nick],
Local Triplet Pattern for Content-Based Image Retrieval,
ICIAR09(229-238).
Springer DOI 0907
BibRef

Howarth, P.[Peter], Rüger, S.[Stefan],
Trading Precision for Speed: Localised Similarity Functions,
CIVR05(415-424).
Springer DOI 0507
BibRef

Piro, P.[Paolo], Anthoine, S.[Sandrine], Debreuve, E.[Eric], Barlaud, M.[Michel],
Sparse Multiscale Patches for Image Processing,
ETVC08(284-304).
Springer DOI 0811
Similarity measure between images. BibRef

Kinoshenko, D., Mashtalir, V., Yegorova, E.,
Block-diagonal form of distance matrix for region-based image retrieval,
ICPR08(1-4).
IEEE DOI 0812
BibRef

Jia, J.M.[Ji-Min], Yu, N.H.[Neng-Hai], Rui, X.G.[Xiao-Guang], Li, M.J.[Ming-Jing],
Multi-graph similarity reinforcement for image annotation refinement,
ICIP08(993-996).
IEEE DOI 0810
Refine words used to describe the image. BibRef

Yoon, S.M.[Sang Min], Graf, H.[Holger],
Similarity Measure of the Visual Features Using the Constrained Hierarchical Clustering for Content Based Image Retrieval,
ISVC08(II: 860-868).
Springer DOI 0812
BibRef

Garcia-Arteaga, J.D.[Juan D.], Kybic, J.[Jan],
Regional image similarity criteria based on the Kozachenko-Leonenko entropy estimator,
MMBIA08(1-8).
IEEE DOI 0806
BibRef

Moreno-Ibarra, M.[Marco],
Semantic Similarity Applied to Generalization of Geospatial Data,
GS07(247-255).
Springer DOI 0711
BibRef

Dueck, D.[Delbert], Frey, B.J.[Brendan J.],
Non-metric affinity propagation for unsupervised image categorization,
ICCV07(1-8).
IEEE DOI 0710
BibRef

Frome, A.[Andrea], Singer, Y.[Yoram], Sha, F.[Fei], Malik, J.[Jitendra],
Learning Globally-Consistent Local Distance Functions for Shape-Based Image Retrieval and Classification,
ICCV07(1-8).
IEEE DOI 0710
BibRef

Simakov, D.[Denis], Caspi, Y.[Yaron], Shechtman, E.[Eli], Irani, M.[Michal],
Summarizing visual data using bidirectional similarity,
CVPR08(1-8).
IEEE DOI 0806
BibRef

Shechtman, E.[Eli], Irani, M.[Michal],
Matching Local Self-Similarities across Images and Videos,
CVPR07(1-8).
IEEE DOI
HTML Version. 0706
compare based on internal similarities. BibRef

Gulshan, V.[Varun],
Implementation of the Self-Similarity Descriptor,
Online2007
WWW Link. Code, Matching. BibRef 0700

Nowak, E.[Eric], Jurie, F.[Frederic],
Learning Visual Similarity Measures for Comparing Never Seen Objects,
CVPR07(1-8).
IEEE DOI 0706
BibRef

Matsushita, Y.[Yasuyuki], Lin, S.[Stephen],
A Probabilistic Intensity Similarity Measure based on Noise Distributions,
CVPR07(1-8).
IEEE DOI 0706
BibRef

Qian, G.[Gang], Surat, S., Pramanik, S.,
A comparative analysis of two distance measures in color image databases,
ICIP02(I: 401-404).
IEEE DOI 0210
BibRef

Coquin, D., Bolon, P., Ionescu, B.,
Dissimilarity measures in color spaces,
ICPR02(I: 612-615).
IEEE DOI 0211
BibRef

Ramanath, A.R., Snyder, B.W., Hinks, C.D.,
Image comparison measure for digital still color cameras,
ICIP02(I: 629-632).
IEEE DOI 0210
BibRef

Greenspan, H., Gordon, S., Golberger, J.,
Probabilistic models for generating, modelling and matching image categories,
ICPR02(III: 970-973).
IEEE DOI 0211
BibRef

Peng, J.Y.[Jin-Ye], Yu, B.Z.[Bian-Zhang], Wang, D.K.[Da-Kai],
Images similarity detection based on directional gradient angular histogram,
ICPR02(I: 147-150).
IEEE DOI 0211
BibRef

Liu, Y.H.[Yue-Hu], Emoto, H., Fujii, T., Ozawa, S.,
A method for content-based similarity retrieval of images using two dimensional DP matching algorithm,
CIAP01(236-241).
WWW Link. 0210
BibRef

Brucale, A., d'Amico, M., Ferri, M., Gualandri, L., Lovato, A.,
Size Functions for Image Retrieval: A Demonstrator on Randomly Generated Curves,
CIVR02(235-244).
Springer DOI 0208
BibRef

Gray, R., Young, J., Aiyer, A.,
Minimum Discrimination Information Clustering: Modeling and Quantization with Gauss Mixtures,
ICIP01(III: 14-17).
IEEE DOI 0108
BibRef

DeMenthon, D.F., Doermann, D., Stückelberg, M.V.,
Image Distance Using Hidden Markov Models,
ICPR00(Vol III: 143-146).
IEEE DOI 0009
BibRef

Cramariuc, B., Shmulevich, I., Gabbouj, M.,
A New Image Similarity Measure Based on Ordinal Correlation,
ICIP00(Vol III: 718-721).
IEEE DOI 0008
BibRef

Lam, R.W.K., Ip, H.H.S., Cheung, K.K.T., Tang, L.H.Y., Hanka, R.,
Similarity Measures for Histological Image Retrieval,
ICPR00(Vol II: 295-298).
IEEE DOI 0009
BibRef

Jeong, S.H.[Seon Ho], Yang, J.D.[Jae Dong], Yang, H.J.[Hyung Jeong],
Image Retrieval Using Fuzzy Triples: Towards a Concept-based and an Inexact Match,
ICIP99(25AP3). Not in proceedings. BibRef 9900

Liu, Y.X.[Yan-Xi], Dellaert, F.[Frank],
A Classification Based Euclidean Similarity Metric for 3D Image Retrieval,
CVPR98(800-805).
IEEE DOI BibRef 9800

Jain, R.C.[Ramesh C.], Murthy, S.N., Tran, L.[Luong], Chatterjee, S.[Shankar],
Similarity Measures for Image Databases,
SPIE(2420), 1995, pp. 58-65. BibRef 9500

Androutsos, D., Plataniotiss, K.N., Venetsanopoulos, A.N.,
Distance measures for color image retrieval,
ICIP98(II: 770-774).
IEEE DOI 9810
BibRef

Chapter on Implementations and Applications, Databases, QBIC, Video Analysis, Hardware and Software, Inspection continues in
Retrieval and Indexing Applied to Coded Images .


Last update:Sep 18, 2017 at 11:34:11