20.4.4.1 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.
Elsevier DOI 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.
Elsevier DOI 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 Award, ICCV Test of Time. 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.
Elsevier DOI 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.
Elsevier DOI 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.
Elsevier DOI 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.
Elsevier DOI 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.
DOI 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.H.[Jin-Hu], 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

Padala, A.[Anuradha], Yarramalle, S.[Srinivas], Prasad, M.H.M.K.[M.H.M. Krishna],
Efficient image retrievals using generalised Gaussian mixture model,
IJCVR(7), No. 5, 2017, pp. 605-610.
DOI Link 1709
BibRef

Abrishami Moghaddam, H.[Hamid], Ghodratnama, S.[Samaneh],
Toward semantic content-based image retrieval using Dempster-Shafer theory in multi-label classification framework,
MultInfoRetr(6), No. 4, December 2017, pp. 317-326.
Springer DOI 1712
BibRef

Cui, Y.[Yan], Jiang, J.[Jielin], Lai, Z.H.[Zhi-Hui], Hu, Z.J.[Zuo-Jin], Wong, W.K.[Wai-Keung],
Supervised discrete discriminant hashing for image retrieval,
PR(78), 2018, pp. 79-90.
Elsevier DOI 1804
Supervised hash learning, Discrete hash learning, Discrete hash codes, Discriminant information, Robust similarity metric BibRef

Fernández-Robles, L.[Laura],
Recognition and retrieval of objects in diverse applications,
ELCVIA(16), No. 2, 2017, pp. 21-24.
DOI Link 1804
Colour COSFIRE descriptor. BibRef

Elhady, W.E.[Walaa E.], Alsammak, A.K.[Abdulwahab K.], El-Mashad, S.Y.[Shady Y.],
Weighted feature voting technique for content-based image retrieval,
IJCVR(8), No. 3, 2018, pp. 283-299.
DOI Link 1807
BibRef

Haji, M.S.[Mohammed Suliman], Alkawaz, M.H.[Mohammed Hazim], Rehman, A.[Amjad], Saba, T.[Tanzila],
Content-based image retrieval: a deep look at features prospectus,
IJCVR(9), No. 1, 2019, pp. 14-38.
DOI Link 1903
BibRef

Garcia, N.[Noa], Vogiatzis, G.[George],
Learning non-metric visual similarity for image retrieval,
IVC(82), 2019, pp. 18-25.
Elsevier DOI 1904
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Springer DOI 1904
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IEEE DOI 2001
BibRef
Earlier:
BIER: Boosting Independent Embeddings Robustly,
ICCV17(5199-5208)
IEEE DOI 1802
Measurement, Training, Boosting, Correlation, Feature extraction, Robustness, Task analysis, Metric learning, deep learning, convolutional neural network. gradient methods, image processing, learning (artificial intelligence), neural nets, BIER, BibRef

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Lee, S.W.[Seong-Won], Lee, S.[Suhyeon], Seong, H.[Hongje], Kim, E.T.[Eun-Tai],
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IEEE DOI 2309
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CVPR20(3080-3089)
IEEE DOI 2008
Hamming distance, Measurement, Quantization (signal), Machine learning, DH-HEMTs, Training BibRef

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CVPR19(11643-11652).
IEEE DOI 2002
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CVPR19(2999-3008).
IEEE DOI 2002
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Wang, X.Y.[Xin-Yi], Xu, Y.J.[Ya-Jing], Yang, H.T.[Hai-Tao], Li, S.[Si],
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ICIP19(844-848)
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Image retrieval, unsupervised, prominent feature accumulation, channel selection, complex background BibRef

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Compact Deep Aggregation for Set Retrieval,
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Springer DOI 1905
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GCPR18(650-666).
Springer DOI 1905
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Barz, B.[Björn], Denzler, J.[Joachim],
Content-based Image Retrieval and the Semantic Gap in the Deep Learning Era,
VTIUR20(245-260).
Springer DOI 2103
BibRef
Earlier:
Hierarchy-Based Image Embeddings for Semantic Image Retrieval,
WACV19(638-647)
IEEE DOI 1904
Visual similarity is not semantic similarity. image classification, image representation, image retrieval, learning (artificial intelligence), neural nets, class centroids, Image representation BibRef

Shojanazeri, H.[Hamid], Zhang, D.S.[Deng-Sheng], Teng, S.W.[Shyh Wei], Aryal, S.I.[Sun-Il], Lu, G.J.[Guo-Jun],
A Novel Perceptual Dissimilarity Measure for Image Retrieval,
IVCNZ18(1-6)
IEEE DOI 1902
Image color analysis, Histograms, Image retrieval, Transforms, Australia, Standards, Dissimilarity measure, Image dissimilarity BibRef

Karmakar, P.[Priyabrata], Teng, S.W.[Shyh Wei], Lu, G.J.[Guo-Jun], Zhang, D.S.[Deng-Sheng],
A Kernel-Based Approach for Content-Based Image Retrieval,
IVCNZ18(1-6)
IEEE DOI 1902
Kernel, Image retrieval, Image representation, Histograms, Shape, Feature extraction, Image retrieval, Noise tolerance BibRef

Shojanazeri, H.[Hamid], Teng, S.W.[Shy Wei], Zhang, D.S.[Deng-Sheng], Lu, G.J.[Guo-Jun],
A Hybrid Data Dependent Dissimilarity Measure for Image Retrieval,
DICTA17(1-8)
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content-based retrieval, feature extraction, geometry, image retrieval, Minkowski-type distance, data distribution, Weight measurement BibRef

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CVPR17(3984-3993)
IEEE DOI 1711
Pattern recognition BibRef

Gharouit, K., Nfaoui, E.H.,
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ISCV17(1-5)
IEEE DOI 1710
Antibiotics, Classification algorithms, Data mining, Knowledge based systems, Prediction algorithms, Search engines, Support vector machines, Information Retrieval, Verbose Query, Weka BibRef

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ICPR16(2954-2958)
IEEE DOI 1705
Benchmark testing, Computers, Image retrieval, Learning systems, Optimization, Training BibRef

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Springer DOI 1611
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ICIP16(2455-2459)
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Hanyf, Y., Silkan, H., Labani, H.,
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CGiV16(67-72)
IEEE DOI 1608
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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

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ICPR14(2685-2690)
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CVPR15(177-186)
IEEE DOI 1510
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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.[Horace 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 28, 2024 at 17:47:54