@String(sigg = "{ACM Transactions on Graphics (SIGGRAPH)}")
@String(sigga = "{ACM Transactions on Graphics (SIGGRAPH Asia)}")
@String(tog = "{ACM Transactions on Graphics (TOG)}")
@String(tvcg = "{IEEE Transactions on Visualization and Computer Graphics (TVCG)}")
@String(icip = "{IEEE International Conference on Image Processing (ICIP)}")
@String(cvpr = "{IEEE Conference on Computer Vision and Pattern Recognition (CVPR)}")
@String(cvprw = "{IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)}")
@String(pami = "{IEEE Transactions on Pattern Recognition and Machine Intelligence (PAMI)}")
@String(tip = "{IEEE Transactions on Image Processing (TIP)}")
@String(eccv = "{European Conference on Computer Vision (ECCV)}")
@String(ijcv = "{International Journal on Computer Vision (IJCV)}")
@String(nips = "{Neural Information Processing Systems}")
@String(acmmm = "{ACM Multimedia}")

@String(pg = "{Computer Graphics Forum}")


@String(sigg = "{ACM TOG}")
@String(sigga = "{ACM TOG}")
@String(tog = "{ACM TOG}")
@String(tvcg = "{IEEE TVCG}")
@String(icip = "{IEEE ICIP}")

@String(cvpr = "{IEEE CVPR}")
@String(cvprw = "{IEEE CVPRW}")
@String(pami = "{IEEE TPAMI}")

@String(tip = "{IEEE TIP}")
@String(eccv = "{ECCV}")
@String(ijcv = "{IJCV}")
@String(nips = "{NIPS}")
@String(acmmm = "{ACM MM}")



%%%%%%%%%%%%%%%%%%%%%%%%%%%% Image Retrieval Surveys %%%%%%%%%%%%%%%%%%%%%%%%%%%%

@Article{pami00/smeulders,
	title = {Content-based image retrieval at the end of the early years},
	author = {Smeulders, A.W.M. and Worring, M. and Santini, S. and Gupta, A. and Jain, R.},
	journal = pami,
	volume = 22,
	number = 12,
	pages = {1349--1380},
	year = 2000,
	publisher = {Citeseer},
}

@article{10eccv/rahtu_segmenting,
  title={Segmenting salient objects from images and videos},
  author={Rahtu, E. and Kannala, J. and Salo, M. and Heikkila, J.},
  journal= eccv,
  pages={366--379},
  year={2010},
}

@Article{csur08/datta,
	title = {Image retrieval : Ideas, influences, and trends of the new age},
	author = {Datta, R. and Joshi, D. and Li, J. and Wang, J.Z.},
	journal = {ACM Computing Surveys},
	volume = 40,
	number = 2,
	pages = {1--60},
	year = 2008,
	publisher = {ACM},
}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Sketch based Image retrieval %%%%%%%%%%%%%%%%%%%%%%

@inproceedings{hirata1992query,
  title={Query by visual example- content based image retrieval},
  author={Hirata, K. and Kato, T.},
  booktitle={Advances in Database Technology-EDBT},
  pages={56--71},
  year={1992},
}

@Article{pami97/Bimbo,
	title = {Visual image retrieval by elastic matching of user sketches},
	author = {Del Bimbo, A. and Pala, P.},
	journal = pami,
	volume = {19},
	number = {2},
	pages = {121--132},
	year = {1997},
}

@inproceedings{cao2010mindfinder,
  title={MindFinder: interactive sketch-based image search on millions of images},
  author={Cao, Y. and Wang, H. and Wang, C. and Li, Z. and Zhang, L. and Zhang, L.},
  booktitle=acmmm,
  pages={1605--1608},
  year={2010},
}

@inproceedings{99ACMMM_BouetShapeRetrieval,
 author = {Bouet, Marinette and Khenchaf, Ali and Briand, Henri},
 title = {Shape representation for image retrieval},
 booktitle = acmmm,
 year = {1999},
 pages = {1--4},
}

@Article{10CG_EvaluationSketch,
  author =	"M. Eitz and K. Hildebrand and T. Boubekeur and M. Alexa.",
  title =	"An evaluation of descriptors for large-scale image retrieval from sketched feature lines",
  journal =	"Computers and Graphics Journal",
  year = 	"2010",
}

@article{11tvcg/eitz_sbir,
    author = {Mathias Eitz and Kristian Hildebrand and Tamy Boubekeur and Marc Alexa},
    title = {Sketch-based image retrieval: benchmark and bag-of- features descriptors},
    journal = tvcg,
    year = {2011},
    volume = {17},
    issn = {1077-2626},
    pages = {1624-1636},
}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Shape matching %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

@inproceedings{01cvpr_MoriBM_SCRetrieval,
  author = {G. Mori and S. Belongie and J. Malik},
  title = {Shape contexts enable efficient retrieval of similar shapes},
  booktitle = cvpr,
  pages = {723-730},
  year = {2001}
}

%number =	"1",
@Article{04PR_ZhangL_Review,
  title =	"Review of shape representation and description techniques",
  author =	"Dengsheng Zhang and Guojun Lu",
  journal =	"Pattern Recognition",
  year = 	"2004",
  volume =	"37",
  bibdate =	"2004-02-12",
  pages =	"1--19",
}

@Article{02SPIC_GFD,
  author =	"D. S. Zhang and G. J. Lu",
  title =	"Shape-based image retrieval using generic Fourier descriptor",
  journal =	"Signal Processing: Image Communication",
  volume =	"17",
  year = 	"2002",
  number =	"10",
  pages =	"825--848",
}

@article{10pami/bai_learning,
  title={Learning context-sensitive shape similarity by graph transduction},
  author={Bai, X. and Yang, X. and Latecki, L.J. and Liu, W. and Tu, Z.},
  journal= pami,
  pages={861--874},
  year={2010},
}

@inproceedings{03cvpr_ShapeContextAndChamfer,
  title={Shape context and chamfer matching in cluttered scenes},
  author={Thayananthan, A. and Stenger, B. and Torr, P.H.S. and Cipolla, R.},
  booktitle= cvpr,
  pages={127-133},
  year={2003},
}

@Article{02pami/BelongieMP,
  title =   "Shape Matching and Object Recognition using Shape Contexts",
  author =  "Serge Belongie and Jitendra Malik and Jan Puzicha",
  journal = pami,
  year =    "2002",
  number =  "4",
  volume =  "24",
  pages =   "509--522",
}

@InProceedings{09cvpr/Bai,
  author =  "X. Bai and Q. N. Li and L. J. Latecki and W. Y. Liu
         and Z. W. Tu",
  title =   "Shape band: {A} deformable object detection approach",
  booktitle = cvpr,
  year =    "2009",
  pages =   "1335--1342",
}

@article{flickner1995query,
  title={Query by image and video content: The {QBIC} system},
  author={Flickner, M. and Sawhney, H. and Niblack, W. and Ashley, J. and Huang, Q. and Dom, B. and Gorkani, M. and Hafner, J. and Lee, D. and Petkovic, D. and others},
  journal={IEEE Computer},
  volume={28},
  number={9},
  pages={23--32},
  year={1995},
}

%%%%%%%%%%%%%%%%%%%%%%%%%%%% Salient region extraction %%%%%%%%%%%%%%%%%%%%%%%%%%%%

@Article{97Cognition_hoffman_salience,
  title={Salience of visual parts},
  author={Hoffman, D.D. and Singh, M.},
  journal={Cognition},
  volume={63},
  number={1},
  pages={29--78},
  issn={0010-0277},
  year={1997},
  publisher={Elsevier}
}


@article{ChiaColorization,
 author = {Yong Sang Chia and Shaojie Zhuo and Raj Kumar Gupta and Yu-Wing Tai and Siu-Yeung Cho and Ping Tan and Stephen Lin},
 title = {Semantic Colorization with Internet Images},
 journal = sigga,
 year = {2011},
 volume = {30},
 number = {6},
}

@article{11tvc/Liu,
   title={Web-image driven best views of 3D shapes},
   author = {Liu, Hong and Zhang, Lei and Huang, Hua},
   journal={The Visual Computer},
   pages={1--9},
   year={2012},
}


@article{06TCSVT/han_unsupervised,
  title={{Unsupervised extraction of visual attention objects in color images}},
  author={Han, J. and Ngan, KN and Li, M. and Zhang, H.J.},
  journal={IEEE TCSVT},
  volume={16},
  number={1},
  pages={141--145},
  year={2006}
}

@conference{11cvpr/Cheng,
  title={Global Contrast based Salient Region Detection},
  author={Ming-Ming Cheng and Guo-Xin Zhang and Niloy J. Mitra and Xiaolei Huang and Shi-Min Hu},
  booktitle= cvpr,
  pages={409--416},
  year={2011},
}


@conference{11cvpr/Cao,
  title={Edgel Index for Large-Scale Sketch-based Image Search},
  author={Yang Cao and Changhu Wang and Liqing Zhang and Lei Zhang},
  booktitle=cvpr,
  pages={761--768},
  year={2011},
}

@inproceedings{hu2011bag,
  title={A bag-of-regions approach to sketch-based image retrieval},
  author={Hu, R. and Wang, T. and Collomosse, J.},
  booktitle= icip,
  pages={3661--3664},
  year={2011},
}

@inproceedings{11cvpr/chang_co,
  title={From co-saliency to co-segmentation: An efficient and fully unsupervised energy minimization model},
  author={Chang, K.Y. and Liu, T.L. and Lai, S.H.},
  booktitle= cvpr,
  pages={2129--2136},
  year={2011},
}

@inproceedings{10icip/chen_co,
  title={Preattentive co-saliency detection},
  author={Chen, H.T.},
  booktitle=icip,
  pages={1117--1120},
  year={2010},
}

@article{11tip/li_co,
    author={Hongliang Li and King Ngi Ngan},
    journal=tip,
    title={A Co-Saliency Model of Image Pairs},
    year={2011},
    volume={20},
    number={12},
    pages={3365 -3375},
}

% J. Opt. Soc. Am.
@article{06josa/KoN_InterestSegmentation,
  title={Object-of-interest image segmenta- tion based on human attention and semantic region clustering},
  author={Ko, B.C. and Nam, J.},
  journal={J. Opt. Soc. Am.},
  volume={23},
  number={10},
  pages={2462--2470},
  year={2006},
}

@InProceedings{09cvpr/Achanta_FTSaliency,
   author    = {Achanta, Radhakrishna and Hemami, Sheila and Estrada, Francisco and S{\"u}sstrunk, Sabine},
   booktitle = cvpr,
   title   = {Frequency-tuned salient region detection},
   year    = {2009},
   pages =  {1597--1604},
}

@article{04tog/rother_grabcut,
  title={{``Grab{C}ut"-- Interactive foreground extraction using iterated graph cuts}},
  author={Rother, C. and Kolmogorov, V. and Blake, A.},
  journal=sigg,
  volume={23},
  number={3},
  pages={309--314},
  year={2004},
}

@article{04ijcv/felzenszwalb,
  title={{Efficient graph- based image segmentation}},
  author={Felzenszwalb, P.F. and Huttenlocher, D.P.},
  journal=ijcv,
  volume={59},
  number={2},
  pages={167--181},
  year={2004},
}

@article{77/dempster_maximum,
  title={Maximum likelihood from incomplete data via the {EM} algorithm},
  author={Dempster, A.P. and Laird, N.M. and Rubin, D.B.},
  journal={Journal of the Royal Statistical Society: Series B},
  pages={1--38},
  year={1977},
  publisher={JSTOR}
}


%%%%%%%%%%%%%%%%%%%%%%%%%%%% Re-ranking & Learning from internet %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
@inproceedings{04eccv/fergus_visual,
  title={A visual category filter for google images},
  author={Fergus, R. and Perona, P. and Zisserman, A.},
  booktitle=eccv,
  pages={242--256},
  year={2004},
}

@inproceedings {06CVPRW_Haim_ImproveByCluster,
	title = {Improving Web-based Image Search via Content Based Clustering},
	booktitle = cvprw,
	year = {2006},
    pages={106--106},
	author = {Nadav Ben-Haim and Boris Babenko and Serge Belongie}
}

@inproceedings{09ACMMM/popescu_lightweight,
  title={Lightweight web image reranking},
  author={Popescu, A. and Mo{\"e}llic, P.A. and Kanellos, I. and Landais, R.},
  booktitle=acmmm,
  pages={657--660},
  year={2009},
}

@inproceedings{08ACMMM/cui_real,
  title={Real time google and live image search re-ranking},
  author={Cui, J. and Wen, F. and Tang, X.},
  booktitle=acmmm,
  pages={729--732},
  year={2008},
}


%%%%%%%%%%%%%%%%%%%%%%%%% Making use of Color statistics %%%%%%%%%%%%%%%%%%%%%%%%%%

@article{ijcv02/jones,
  title={{Statistical color models with application to skin detection}},
  author={Jones, M.J. and Rehg, J.M.},
  journal=ijcv,
  volume={46},
  number={1},
  pages={81--96},
  year={2002},
  publisher={Springer}
}

%%%%%%%%%%%%%%%%%%%%%%%%%%%% Potential future works %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

@conference{iccv09/Lempitsky,
  title={Image Segmentation with A Bounding Box Prior},
  author={Victor Lempitsky and Pushmeet Kohli and Carsten Rother and Toby Sharp},
  booktitle= iccv,
  pages={1--8},
  year={2009}
}


@ARTICLE{blobWorld02,
    author={Carson, C. and Belongie, S. and Greenspan, H. and Malik, J.},
    journal=pami,
    title={Blobworld: image segmentation using expectation- maximization and its application to image querying},
    year={2002},
    volume={24},
    number={8},
    pages={ 1026 - 1038},
}

@conference{cvpr07/charpiat,
  title={Shape statistics for image segmentation with prior},
  author={Charpiat, G. and Faugeras, O. and Keriven, R.},
  booktitle=cvpr,
  pages={1--6},
  year={2007}
}

@Article{10TOM/chellappa_efficient,
  title={An Efficient and Robust Algorithm for Shape Indexing and Retrieval},
  author={Soma Biswas and Gaurav Aggarwal and Rama Chellappa},
  journal={IEEE TMM},
  volume={12},
  pages={371--385},
  year={2010},
  publisher={Institute of Electrical and Electronic Engineers}
}

@Article{12TOG/Eitz,
  title={How do humans sketch objects?},
  author={Mathias Eitz and James Hays and Marc Alexa},
  journal=sigg,
  volume={31},
  number = {4},
  year = {2012}
}

@inproceedings{08CVPR/peter_shape,
  title={Shape lĄŻane rouge: Sliding wavelets for indexing and retrieval},
  author={Peter, A. and Rangarajan, A. and Ho, J.},
  booktitle=cvpr,
  pages={1--8},
  year={2008},
}

% strangeness
@inproceedings{08CVPR_Wnuk_FilterStrange,
	title = {Filtering Internet Image Search Results Towards Keyword Based Category Recognition},
	booktitle = cvpr,
	year = {2008},
    pages={1--8},
	author = {Kamil Wnuk and Stefano Soatto}
}


@inproceedings{carson1999blobworld,
  title={Blobworld: a system for region-based image indexing and retrieval},
  author={Carson, C. and Thomas, M. and Belongie, S. and Hellerstein, J. and Malik, J.},
  booktitle={Visual Information and Information Systems},
  pages={660--660},
  year={1999},
  organization={Springer}
}

@ARTICLE{Gao2012,
    AUTHOR = "Y. Gao and J. Tang and R. Hong and S. Yan and Q. Dai and N. Zhang and T.S. Chua",
    TITLE = "Camera Constraint-Free View-Based 3D Object Retrieval",
    JOURNAL = tip,
    volume = {21},
    number = {4},
    YEAR = {2012}
}

@ARTICLE{Gao2011,
    AUTHOR = "Y. Gao and M. Wang and Z. Zha and Q. Tian and Q. Dai and N. Zhang",
    TITLE = "Less is More: Efficient 3D Object Retrieval with Query View Selection",
    JOURNAL = {IEEE TMM},
    volume = {11},
    number = {5},
    PAGES = {1007-1018},
    YEAR = {2011}
}


@article{zcczhm_interactiveImages_sigg12,
	AUTHOR = "Youyi Zheng and Xiang Chen and Ming-Ming Cheng and Kun Zhou and Shi-Min Hu and Niloy J. Mitra",
	TITLE = "Interactive Images: Cuboid-based Scene Understanding for Smart Manipulation",
	JOURNAL = sigg,
	VOLUME = "31",
	NUMBER = "4",
	YEAR = "2012",
}

@Article{tvcg/ZhangC12,
    author = {Fang-Lue Zhang and Ming-Ming Cheng and Jiaya Jia and Shi-Min Hu},
    title = {ImageAdmixture: Putting Together Dissimilar Objects from Groups},
    journal =tvcg,
    volume = {99},
    number = {PrePrints},
    issn = {1077-2626},
    year = {2012},
}

@Article{tog/ChengZMHH10,
  title = "RepFinder: Finding Approximately Repeated Scene Elements for Image Editing",
  author =  "Ming-Ming Cheng and Fang-Lue Zhang and Niloy J. Mitra and Xiaolei Huang and Shi-Min Hu ",
  journal = sigg,
  volume =  "29",
  number =  "4",
  pages =   "83:1--8",
  year =    "2010",
}

@Article{cgf/ZhangC09,
  title = "A Shape-Preserving Approach to Image Resizing",
  author =  "Guo-Xin Zhang and Ming-Ming Cheng and Shi-Min Hu and Ralph R. Martin",
  journal = pg,
  volume =  "28",
  number =  "7",
  pages =   "1897--1906",
  year =    "2009",
}

@inproceedings{kuettel2012segmentation,
  title={Segmentation Propagation in {ImageNet}},
  author={Kuettel, D. and Guillaumin, M. and Ferrari, V.},
  booktitle=eccv,
  pages={459--473},
  year={2012},
  publisher={Springer}
}

@article{huang2011arcimboldo,
  title={Arcimboldo-like collage using internet images},
  author={Huang, H. and Zhang, L. and Zhang, H.C.},
  journal=sigga,
  volume={30},
  number={6},
  pages={155},
  year={2011},
}

@article{zhang2012hierarchical,
  title={Hierarchical Narrative Collage For Digital Photo Album},
  author={Zhang, L. and Huang, H.},
  journal={Computer Graphics Forum},
  volume={31},
  number={7},
  pages={2173--2181},
  year={2012},
}


@inproceedings{kuettel2012figure,
  title={Figure-ground segmentation by transferring window masks},
  author={Kuettel, D. and Ferrari, V.},
  booktitle= cvpr,
  pages={558--565},
  year={2012},
}

@inproceedings{deng2009imagenet,
  title={Imagenet: A large-scale hierarchical image database},
  author={Deng, J. and Dong, W. and Socher, R. and Li, L.J. and Li, K. and Fei-Fei, L.},
  booktitle=cvpr,
  pages={248--255},
  year={2009},
}

@article{everingham2010pascal,
  title={The pascal visual object classes (voc) challenge},
  author={Everingham, M. and Van Gool, L. and Williams, C.K.I. and Winn, J. and Zisserman, A.},
  journal=ijcv,
  volume={88},
  number={2},
  pages={303--338},
  year={2010},
}

@inproceedings{yang2009locally,
  title={Locally constrained diffusion process on locally densified distance spaces with applications to shape retrieval},
  author={Yang, X. and Koknar-Tezel, S. and Latecki, L.J.},
  booktitle= cvpr,
  pages={357--364},
  year={2009},
}

@article{margolin2013saliency,
  title={Saliency for image manipulation},
  author={Margolin, Ran and Zelnik-Manor, Lihi and Tal, Ayellet},
  journal={The Visual Computer},
  pages={381--392},
  year={2013},
}

@article{schmid2011gpu,
  title={A {GPU} framework for parallel segmentation of volumetric images using discrete deformable models},
  author={Schmid, J{\'e}r{\^o}me and Guiti{\'a}n, Jos{\'e} A Iglesias and Gobbetti, Enrico and Magnenat-Thalmann, Nadia},
  journal={The visual computer},
  volume={27},
  number={2},
  pages={85--95},
  year={2011},
}

@TECHREPORT{ChengPAMI,
  AUTHOR = {Ming-Ming Cheng and Niloy J. Mitra and Xiaolei Huang and Philip H. S. Torr and Shi-Min Hu},
  TITLE = {Salient Object Detection and Segmentation},
  MONTH = {Oct},
  YEAR  = {2011},
  institution = {Tsinghua University},
  note  = {Submission NO. TPAMI-2011-10-0753},
  URL   = {http://mmcheng.net/salobj/},
}


@article{gao20123,
  title={3-d object retrieval and recognition with hypergraph analysis},
  author={Gao, Yue and Wang, Meng and Tao, Dacheng and Ji, Rongrong and Dai, Qionghai},
  journal= tip,
  volume={21},
  number={9},
  pages={4290--4303},
  year={2012},
}

@article{hu2013internet,
  title={Internet visual media processing: a survey with graphics and vision applications},
  author={Hu, Shi-Min and Chen, Tao and Xu, Kun and Cheng, Ming-Ming and Martin, Ralph R},
  journal={The Visual Computer},
  pages={1--13},
  year={2013},
  publisher={Springer}
}

@inproceedings{he2012mobile,
  title={Mobile product search with bag of hash bits and boundary reranking},
  author={He, Junfeng and Feng, Jinyuan and Liu, Xianglong and Cheng, Tao and Lin, Tai-Hsu and Chung, Hyunjin and Chang, Shih-Fu},
  booktitle= cvpr,
  pages={3005--3012},
  year={2012},
}

@Article{tvcg/Chen,
	author={Chen, Tao and Tan, Ping and Ma, Li-Qian and Cheng, Ming-Ming and Shamir, Ariel and Hu, Shi-Min},
	journal= tvcg,
	title={PoseShop: Human Image Database Construction and Personalized Content Synthesis},
	year={2013},
	volume={19},
	number={5},
	pages={824-837},
}

@Article{ChenCT09,
  title = "Sketch2Photo: Internet Image Montage",
  author =  "Tao Chen and Ming-Ming Cheng and Ping Tan and Ariel Shamir and Shi-Min Hu",
  journal = sigga,
  volume =  "28",
  number =  "5",
  pages =   "124:1--10",
  year =    "2009",
}

%Extensive research efforts \cite{Gao2011,Gao2012} have been dedicated to view-based object retrieval by using shape matching.
