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Forsyth2003/ Forsyth20030 Forsyth20032 Forsyth20039Forsyth2004 (to appear)# Freitas2002$ Freitas2002/ Freitas20037 Freitas2004 Funt1995 Funt1996 Funt1996 Funt19979 Funt1997 Funt19979 Funt1997  Funt1997 Funt19989 Funt19989  Funt1998 Funt19989 Funt1999 Funt19999 Funt19999 Funt19999 Funt19999 Funt20000 Funt20000 Funt20000 Funt20000 Funt20010' Funt20020( Funt20020* Funt20020+ Funt20022, Funt20020- Funt20020. Gabbur20034 Gabbur200332 Johnson20033 Johnson2003/ Jordan20033 Kwei2000, Kwei2002" Lee2001 Martin19988 Martin20000 Martin20000 Martin20000& Martin20022( Martin20022+ Martin200226 Morris20048 Morris20048 Morris2004. Raghavendra20031 Shirahatti2003"5 Shirahatti2004"}67B^4J}67B^8J}67B^8J}67B^8J\2B^ ^8}3AB^8 \^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^\^^d,.IHp.{p2I{BI{H{p}.6X X٘M}7HX0XـF}7HX0XـF}7HX0XـF}7HX0XـF}7HX0XلF}7HX0XلF}7HX0XلF}7HX0XلF}7HX0XوF}7HX0XوF}7HX0XوF}7HX0XوF}7HX0XٌF}7HX0XٌF}7HX0XٌF}7HX0XٌF}7HX0XِF}7HX0XِF}7HX0XِF}7HX0XِF}7HX0XٔF}7HX0XٔF}7HX0XٔF}7HX0XٔF}7HX0X٘F}7HX0X٘F}7HX0X٘F}67X@XـJ}67X@XـJ}67X@XـJ}67X@XـJ}67X@XلJ}67X@XلJ}67X@XلJ}67X@XلJ}67X@XوJ}67X@XوJ}67X@XوJ}67X@XوJ}67X@XٌJ}67X@XٌJ}67X@XٌJ}67X@XٌJ}67X@XِJ}67X@XِJ}67X@XِJ}67X@XِJ}67X@XٔJ}67X@XٔJ}67X@XٔJ}67X@XٔJ}67X@X٘J}67X@X٘J}67X@X٘J\2BXـX٘}3AXPX٘ \XpXp\XpXp\XpXp\XpXp\XpXp\{[XWI\XpXp\XpXp\XpXp\XpXp\XpXp\ Z4Z4鄡6x70<//DTp:/n????eFile:1:Path file://localhost/Users/kobus/work/researcheferences/ AppleNavServices:ChooseFile:1:Position AK0B+g== AppleNavServices:ChooseFile:1:Size AAAAAAIpApY= AppleNavServices:ChooseObject:16:Path Trends and Advances in Content-Based Image and Video Retrieval BDF04B;http://kobus.ca/research/publications/Dagstuhl/dagstuhl.pdf 6/Peter Carbonetto Nando de Freitas Kobus Barnard 2004D=A Statistical Model for General Contextual Object Recognition,&European Conference on Computer Vision CDF04>8http://kobus.ca/research/publications/ECCV-04/index.html.'Cardei, Vlad Funt, Brian Barnard, Kobusi 19974-Modeling color constancy with neural networks`YInternational Conference on Vision Recognition, Action: Neural Models of Mind and Machine  Boston, MA CFB97@:http://kobus.ca/research/publications/Boston-97/index.html.'Cardei, Vlad Funt, Brian Barnard, KobusA 1998:4Adaptive Illuminant Estimation Using Neural Networks<6International Conference on Artificial Neural Networks Sweden CFB98*$Vlad Cardei Brian Funt Kobus Barnard 19994.White Point Estimation for Uncalibrated Images0)IS&T/SID Seventh Color Imaging Conference Scottsdale, AZ F@The Society for Imaging Science and Technology, Springfield, Va. 97-100Nov 16-19, 1999 CFB99JDhttp://kobus.ca/research/publications/IST-99-UNCALIBRATED/index.html*$Vlad Cardei Brian Funt Kobus Barnard 2002LEEstimating the Scene Illumination Chromaticity using a Neural Networkt2,Journal of the Optical Society of America, A1912 2374 JOSAJ. Opt. Soc. Am. A CFB02&de Freitas, Nando Kobus Barnard 2001@:Bayesian Latent Semantic Analysis for Multimedia DatabasesD=NIPS Workshop on Machine Learning Methods for Text and Images Whistler British Columbia &de Freitas, Nando Kobus Barnard 2001(!Bayesian Latent Semantic Analysis UBCTechnical Report TR-2001-15NGhttp://dlp.CS.Berkeley.EDU/~kobus/research/publications/BLSA/index.htmli&de Freitas, Nando Kobus Barnard 2002HABayesian Models for Massive Multimedia Databases: a New Frontier.`Y7th Valencia International Meeting on Bayesian Statistics/2002 ISBA International Meeting SpainJune 2nd - June 6th@9Pinar Duygulu Kobus Barnard J.F.G de Freitas D.A. Forsyth 2002`ZObject recognition as machine translation: Learning a lexicon for a fixed image vocabulary82The Seventh European Conference on Computer Vision Copenhagen, Denmarky IV:97-11281file:///home/kobus/Library/D/Duygulu_et_al_02.pdfa DBFF02Z=http://kobus.ca/research/publications/ECCV-02-1/ECCV-02-1.pdf .(Finlayson, G. D. Funt, B. V. Barnard, K. 19950*Color Constancy Under Varying Illumination81Fifth International Conference on Computer Vision720-725< FFB95.'Funt, Brian Cardei, Vlad Barnard, Kobus 1996Learning Color ConstancyXQIS&T/SID Fourth Color Imaging Conference: Color Science, Systems and Applications Scottsdale, Arizonab F@The Society for Imaging Science and Technology, Springfield, Va. 58-60November FCB96.>7http://kobus.ca/research/publications/IST-96/index.htmlF?Funt, Brian V. Barnard, Kobus Brockington, Michael Cardei, Vlad 1997*#Luminance-based multi-scale Retinex AIC Color  Kyoto, Japan May 25-30 FBBC97B;http://kobus.ca/research/publications/AIC-97-MSR/index.html0.'Funt, Brian Cardei, Vlad Barnard, Kobus 1997HANeural network color constancy and specularly reflecting surfaces AIC Color 97  Kyoto, Japan May 25-30 FCB97l@:http://kobus.ca/research/publications/AIC-97-NN/index.html0*Funt, Brian Barnard, Kobus Martin, Lindsay 1998& Is Colour Constancy Good Enough? "Hans Burkhardt Bernd Neumann0*5th European Conference on Computer Vision Freiburg, Germany SpringerI ECCV I:445-459 FBM98>8http://kobus.ca/research/publications/ECCV-98/index.html.'Funt, B.V. Cardei, V.C. Barnard, Kobus.L 1999NGMethod of estimating chromaticity of illumination using neural networks  United States May 25 5,907,629 FHD91,&Georgina Kwei Kobus Barnard Brian Funt 2000Spotting ColoursColor Image Science 2000 $Univ. of Derby, Derby England276-284 KBF00D=http://www.cs.sfu.ca/~colour/publications/CIS-2000/index.html,&Georgina Kwei Kobus Barnard Brian Funt 2002Spotting Colours $Lindsay MacDonald Ronnier Luo.(Colour Science: Exploiting Digital Media Wiley153-162 KBF02 . L6 L6Barnard, Kobus 1995B;Computational colour constancy: taking theory into practice Burnaby, B.C. Canada :3Simon Fraser University School of Computing Science M.Sc. thesis Bar95@9ftp://fas.sfu.ca/pub/cs/theses/1995/KobusBarnardMSc.ps.gz2,Barnard, Kobus Finlayson, Graham Funt, Brian 1996<5Colour constancy for scenes with varying illumination & Buxton, Bernard Cipolla, Roberto0*4th European Conference on Computer Vision SpringerII:1-15 BFF96>8http://kobus.ca/research/publications/ECCV-96/index.htmlKobus Barnard Brian Funt 19976/Analysis and Improvement of Multi-Scale RetinexVPIS&T/SID Fifth Color Imaging Conference: Color Science, Systems and Applications Scottsdale, Arizona F@The Society for Imaging Science and Technology, Springfield, Va.221-226November 17-20 BF97>7http://kobus.ca/research/publications/IST-97/index.html2,Barnard, Kobus Finlayson, Graham Funt, Brian 1997<5Colour constancy for scenes with varying illumination.'Computer Vision and Image Understanding652@311-321& Comput. Vis. Image Understanding CVIU BFF97J-http://kobus.ca/research/publications/CVIU-97  Barnard, Kobus Funt, Brian 1998:4Experiments in Sensor Sharpening for Color ConstancyVPIS&T/SID Sixth Color Imaging Conference: Color Science, Systems and Applications Scottsdale, Arizona F@The Society for Imaging Science and Technology, Springfield, Va. 43-46 Nov. 18-20 BF98>7http://kobus.ca/research/publications/IST-98/index.html# Barnard, Kobus Funt, Brian 1998.'Investigations into Multi-Scale Retinex& Colour Imaging in Multimedia '98 9-17 BF98>7http://kobus.ca/research/publications/CIM-98/index.htmlKobus Barnard Brian Funt 1999,%Camera calibration for color research 0*Bernice E. Rogowitz Thrasyvoulos N. Pappas,&Human Vision and Electronic Imaging IV  San Jose, CA LFSPIE-The international society for optical engineering, Bellingham, WA SPIE 3644576-585 January 25-28, 1999 BF99>8http://kobus.ca/research/publications/SPIE-99/index.htmlBarnard, Kobus 19990)Color constancy with fluorescent surfaces XRIS&T/SID Seventh Color Imaging Conference: Color Science, Systems and Applications Scottsdale, Arizona F@The Society for Imaging Science and Technology, Springfield, Va. CIC-7+257-261HNovember 16-19 Bar99_@:http://kobus.ca/research/publications/IST-99-FL/index.html Barnard, Kobus Funt, Brian 1999<6Color constancy for specular and non-specular surfacesXRIS&T/SID Seventh Color Imaging Conference: Color Science, Systems and Applications Scottsdale, Arizona F@The Society for Imaging Science and Technology, Springfield, Va.$114119   Bar99B8http://kobus.ca/research/publications/CIVT-99/index.html Kobus Barnard 2000@9Improvements to Gamut Mapping Colour Constancy Algorithms  David Vernon0*6th European Conference on Computer Vision SpringerI390-402 Bar00\@http://kobus.ca/research/publications/ECCV-00-improve/index.html  '0&$" J*,b L6.'Kobus Barnard Lindsay Martin Brian Funt 2000@9Colour by correlation in a three dimensional colour spaceY  David Vernon0*6th European Conference on Computer Vision Dublin, Ireland] SpringerI 2375-389 BMF00X;http://kobus.ca/research/publications/ECCV-00-3D/index.html  .'Kobus Barnard Brian Funt Lindsay Martin 2000,&Colour Constancy Meets Colour Indexing Simon Fraser University October 9 BFM004.http://kobus.ca/research/publications/indexing82Kobus Barnard Lindsay Martin Brian Funt Adam Coath 20002,Data for computer vision and colour research BMDC00-dataD(http://kobus.ca/research/data/index.html $Kobus Barnard Graham Finlayson 2000.(Shadow Identification using Color Ratios&Eighth Color Imaging Conference Scottsdale, Arizona1 97-101 BF00>7http://kobus.ca/research/publications/IST-00/index.html"Kobus Barnard David Forsyth 20012,Learning the Semantics of Words and Pictures2+International Conference on Computer Vision II:408-415 BF01aT8http://kobus.ca/research/publications/ICCV-01/index.html "Kobus Barnard David Forsyth 200160Exploiting Image Semantics for Picture Libraries>7First ACM/IEEE-CS Joint Conference on Digital Libraries Roanoke Virginia 469 JCDL BF01bT8http://kobus.ca/research/publications/JCDL-01/index.html  Kobus Barnard 2001:3Sensor Sharpening for Computational Color ConstancyFor example, in the preliminary study, the results indicated that the two sharpening methods tested (ave and opt) yield a modest benefit in conjunction with the SCALE-BY-MAX algorithm (labeled as Retinex in that paper). However, the SCALE-BY-MAX algorithm was helped by the removal of data rejected by the gamut mapping algorithms. Without this help, the conclusion is reversed in several circumstances. 0)Kobus Barnard Pinar Duygulu David Forsyth 2001Clustering Art@:IEEE Conference on Computer Vision and Pattern Recognition Hawaii II:434-441 December 8-14 CVPR BDF01T8http://kobus.ca/research/publications/CVPR-01/index.html .'Kobus Barnard Florian Ciurea Brian Funt 2001:3Sensor Sharpening for Computational Color Constancy2+Journal of the Optical Society of America A1811 2728-2743"J. of the Opt. Soc. of Am. A JOSA BCF01L0http://kobus.ca/research/publications/sharpening B;Kobus Barnard Pinar Duygulu David Forsyth Jeff Anderson Lee 2001,%A Browser for Large Image Collections_ ("University of California, Berkeley BDFA01-demo\@http://kobus.ca/research/projects/words_and_pictures/browse.html  @:Kobus Barnard Pinar Duygulu Nando de Freitas David Forsyth 2002f_Object Recognition as Machine Translation Part 2: Exploiting Image Database Clustering Models& BDDF02V:http://kobus.ca/research/publications/ECCV-02-2/index.html "Kobus Barnard Lindsay Martin 2002 Colour constancy software BM02-codeN$http://kobus.ca/research/codecKobus Barnard Brian Funt 20020*Camera characterization for color research&Color Research and Applications273152-163 JuneColor Res. and App. BF01dHhttp://kobus.ca/research/publications/camera_characterization/index.html  4&32d1<0B/..+*)(F6Barnard, Kobus 1995B;Computational colour constancy: taking theory into practice Burnaby, B.C. Canada :3Simon Fraser University School of Computing Science M.Sc. thesis Bar95@9ftp://fas.sfu.ca/pub/cs/theses/1995/KobusBarnardMSc.ps.gz2,Barnard, Kobus Finlayson, Graham F82Kobus Barnard Lindsay Martin Brian Funt Adam Coath 2002$A Data Set for Color Research$Color Research and Application273147-151 June CRAColor Res. App.a BMFC00fIhttp://kobus.ca/research/publications/data_for_colour_research/index.html 0)Kobus Barnard Pinar Duygulu David ForsythZ 2002D=Modeling the Statistics of Image Features and Associated TextPIDocument Recognition and Retrieval IX, SPIE Electronic Imaging Conference BDF02>8http://kobus.ca/research/publications/SPIE-02/index.html*$Kobus Barnard Vlad Cardei Brian Funt 2002|vA Comparison of Computational Colour Constancy Algorithms. Part One. Methodology and Experiments with Synthesized Data,%IEEE Transactions on Image Processing119972-984 September IEEE Trans. on Image Proc.IEEE TIP BCF01N2http://kobus.ca/research/publications/comparison_1 82Kobus Barnard Lindsay Martin Adam Coath Brian Funt 2002d^A Comparison of Computational Colour Constancy Algorithms. Part Two. Experiments on Image Data,%IEEE Transactions on Image Processing 2,Simon Fraser University, School of Computing119985-996  September IEEE Trans. on Image Proc.IEEE TIP BMCF01N2http://kobus.ca/research/publications/comparison_2 PIKobus Barnard Pinar Duygulu K. G. Raghavendra Prasad Gabbur David Forsyth 2003b[The effects of segmentation and feature choice in a translation model of object recognition@:IEEE Conference on Computer Vision and Pattern Recognition  Madison, WI II:675-682 CVPRBDRGF03V9http://kobus.ca/research/publications/CVPR-03/CVPR-03.pdf ^WKobus Barnard Pinar Duygulu Nando de Freitas David Forsyth David Blei Michael I. Jordan 2003"Matching Words and Pictures*$Journal of Machine Learning Research3 1107-1135 BDD+03T8http://kobus.ca/research/publications/JMLR/JMLR-03.ps.gz 0)Kobus Barnard Pinar Duygulu David Forsyth 20032+Recognition as Translating Images into Texty>7Internet Imaging IV, SPIE Electronic Imaging Conference  San Jose, CA 5018 BDF03{nQhttp://kobus.ca/research/publications/SPIE-03-recognition/SPIE-03-recognition.pdf ("Kobus Barnard Nikhil V. Shirahatti 2003B7Internet Imaging IV, SPIE Electronic Imaging Conference  San Jose, CA 5018 BS03bEhttp://kobus.ca/research/publications/SPIE-03-bench/SPIE-03-bench.pdf 2+Kobus Barnard Matthew Johnson David Forsyth 2003.'Word sense disambiguation with pictures 60Regina Barzilay Ehud Reiter Jeffrey Mark SiskindJDHLT-NAACL workshop on learning word meaning from non-linguistic data Edmonton, Alberta{ 1-5 May 31 BJF03>7http://kobus.ca/research/publications/LWM-03/index.html{ Kobus Barnard Matt Johnson 2003,%A Browser for Large Image Collections University of ArizonaK BF03-demo\@http://kobus.ca/research/projects/words_and_pictures/browse.html "Kobus Barnard Prasad Gabbur 2003NGColor and Color Constancy in a Translation Model for Object Recognition(!Eleventh Color Imaging Conference Scottsdale, Arizona364-368 November 3-7 BG03>7http://kobus.ca/research/publications/IST-03/index.html