Reproducible Research, Software Quality, Online Interfaces and Publishing for Image Processing. (Recherche reproductible, qualité logicielle, publication et interfaces en ligne pour le traitement d'image)

Cette these est basee sur une etude des problemes de reproductibilite rencontres dans la recherche en traitement d'image. Nous avons concu, cree et developpe un journal scientifique, Image Processing On Line (IPOL), dans lequel les articles sont publies avec une implementation complete des algorithmes decrits, validee par les rapporteurs. Un service web de demonstration des algorithmes est joint aux articles, permettant de les tester sur donnees libres et de consulter l'historique des experiences precedentes. Nous proposons egalement une politique de droits d'auteur et licences, adaptee aux manuscrits et aux logiciels issus de la recherche, et des regles visant a guider les rapporteurs dans leur evaluation du logiciel. Le projet scientifique que constitue IPOL nous apparait tres benefique a la recherche en traitement d'image. L'examen detaille des implementations et les tests intensifs via le service web de demonstration ont permis de publier des articles de meilleure qualite. La frequentation d'IPOL montre que ce journal est utile au-dela de la communaute de ses auteurs, qui sont globalement satisfaits de leur experience et apprecient les avantages en terme de comprehension des algorithmes, de qualite des logiciels produits, de diffusion des travaux et d'opportunites de collaboration. Disposant de definitions claires des objets et methodes, et d'implementations validees, il devient possible de construire des chaines complexes et fiables de traitement des images.

[1]  J. Rissanen.  A UNIVERSAL PRIOR FOR INTEGERS AND ESTIMATION BY MINIMUM DESCRIPTION LENGTH , 1983 .

[2]  David L. Donoho,et al.  WaveLab and Reproducible Research , 1995 .

[3]  Guillermo Sapiro,et al.  DCT image denoising: a simple and effective image denoising algorithm , 2011, Image Process. Line.

[4]  L. P. I︠A︡roslavskiĭ.  Digital picture processing : an introduction , 1985 .

[5]  Jean-Michel Morel,et al.  A Review of Image Denoising Algorithms, with a New One , 2005, Multiscale Model. Simul..

[6]  I. Liotard.  La brevetabilite des logiciels: les etapes cles de l'evolution jurisprudentielle aux Etats-Unis: les etapes cles de l'evolution jurisprudentielle aux Etats-Unis , 2002 .

[7]  Brian V. Funt,et al.  A data set for color research , 2002 .

[8]  Philip J. Guo,et al.  CDE: Using System Call Interposition to Automatically Create Portable Software Packages , 2011, USENIX Annual Technical Conference.

[9]  Michael F. Cohen,et al.  Fourier Analysis of the 2D Screened Poisson Equation for Gradient Domain Problems , 2008, ECCV.

[10]  Jean-Yves Bouguet,et al.  Camera calibration toolbox for matlab , 2001 .

[11]  Vladimir Kolmogorov,et al.  An experimental comparison of min-cut/max- flow algorithms for energy minimization in vision , 2001, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[12]  E. Land,et al.  Lightness and retinex theory. , 1971, Journal of the Optical Society of America.

[13]  Friedrich Leisch,et al.  Sweave: Dynamic Generation of Statistical Reports Using Literate Data Analysis , 2002, COMPSTAT.

[14]  J. McCleverty,et al.  Nomenclature of Inorganic Chemistry II , 2001 .

[15]  Jiebo Luo,et al.  Kodak consumer video benchmark data set : concept definition and annotation * * , 2008 .

[16]  Pascal Monasse,et al.  Lens distortion correction with a calibration harp , 2011, ICIP.

[17]  S. Harnad,et al.  Comparing the Impact of Open Access (OA) vs. Non-OA Articles in the Same Journals , 2004 .

[18]  Jerome H. Saltzer,et al.  End-to-end arguments in system design , 1984, TOCS.

[19]  Guillermo Sapiro,et al.  Image inpainting , 2000, SIGGRAPH.

[20]  Yifei Lou,et al.  A note on multi-image denoising , 2009, 2009 International Workshop on Local and Non-Local Approximation in Image Processing.

[21]  O. Faugeras.  Three-dimensional computer vision: a geometric viewpoint , 1993 .

[22]  Bernhard P. Wrobel,et al.  Multiple View Geometry in Computer Vision , 2001 .

[23]  C. Harris.  History on the Net , 1997 .

[24]  R. Peng.  Reproducible Research in Computational Science , 2011, Science.

[25]  Jitendra Malik,et al.  A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics , 2001, Proceedings Eighth IEEE International Conference on Computer Vision. ICCV 2001.

[26]  David A. Wheeler,et al.  Secure Programming for Linux and Unix HOWTO , 2003 .

[27]  C. Pollard,et al.  Center for the Study of Language and Information , 2022 .

[28]  Steffen Mazanek,et al.  SHARE: a web portal for creating and sharing executable research papers , 2011, ICCS.

[29]  Dana H. Ballard,et al.  Generalizing the Hough transform to detect arbitrary shapes , 1981, Pattern Recognit..

[30]  Agnès Desolneux,et al.  Vanishing Point Detection without Any A Priori Information , 2003, IEEE Trans. Pattern Anal. Mach. Intell..

[31]  F ROSENBLATT,et al.  The perceptron: a probabilistic model for information storage and organization in the brain. , 1958, Psychological review.

[32]  Robert C. Seacord.  The CERT C Secure Coding Standard , 2008 .

[33]  Luc Vincent,et al.  Morphological Area Openings and Closings for Grey-scale Images , 1994 .

[34]  Leslie Lamport,et al.  LATEX. A document preparation system. User's Guide and Reference Manual , 1996 .

[35]  Antoine Quint,et al.  Scalable Vector Graphics , 2020, Definitions.

[36]  Lionel Moisan,et al.  A Probabilistic Criterion to Detect Rigid Point Matches Between Two Images and Estimate the Fundamental Matrix , 2004, International Journal of Computer Vision.

[37]  G. A. Miller.  THE PSYCHOLOGICAL REVIEW THE MAGICAL NUMBER SEVEN, PLUS OR MINUS TWO: SOME LIMITS ON OUR CAPACITY FOR PROCESSING INFORMATION 1 , 1956 .

[38]  Jean Serra,et al.  Image Analysis and Mathematical Morphology , 1983 .

[39]  V. Caselles,et al.  The Tree of Shapes of an Image , 2003 .

[40]  G. J. Leigh.  Nomenclature of inorganic chemistry : recommendations 1990 , 1990 .

[41]  Pascal Getreuer.  Image Demosaicking with Contour Stencils , 2012, Image Process. Line.

[42]  Vannevar Bush,et al.  As we may think , 1945, INTR.

[43]  J. Rafael Sendra,et al.  Algebraic Lens Distortion Model Estimation , 2010, Image Process. Line.

[44]  Richard I. Hartley,et al.  Theory and Practice of Projective Rectification , 1999, International Journal of Computer Vision.

[45]  Pascal Getreuer,et al.  Image Interpolation with Contour Stencils , 2011, Image Process. Line.

[46]  Frédo Durand,et al.  Motion-invariant photography , 2008, ACM Trans. Graph..

[47]  Michael Unser,et al.  Fast B-spline Transforms for Continuous Image Representation and Interpolation , 1991, IEEE Trans. Pattern Anal. Mach. Intell..

[48]  M. Wertheimer.  Untersuchungen zur Lehre von der Gestalt. II , 1923 .

[49]  Marc Lebrun,et al.  An Implementation and Detailed Analysis of the K-SVD Image Denoising Algorithm , 2012, Image Process. Line.

[50]  L. Rudin,et al.  Nonlinear total variation based noise removal algorithms , 1992 .

[51]  D. Donoho,et al.  Translation-Invariant De-Noising , 1995 .

[52]  Steven G. Johnson,et al.  The Design and Implementation of FFTW3 , 2005, Proceedings of the IEEE.

[53]  W. Eric L. Grimson,et al.  Gait analysis for recognition and classification , 2002, Proceedings of Fifth IEEE International Conference on Automatic Face Gesture Recognition.

[54]  Martin J. Wainwright,et al.  Image denoising using scale mixtures of Gaussians in the wavelet domain , 2003, IEEE Trans. Image Process..

[55]  William E. Moen,et al.  Realizing the information future: The internet and beyond , 1996 .

[56]  Jack Dongarra,et al.  Proceedings of the International Conference on Computational Science, ICCS 2011 , 2011 .

[57]  Brendan P. Kehoe.  Zen and the art of the internet : a beginner's guide , 1993 .

[58]  Nick Barnes.  Publish your computer code: it is good enough , 2010, Nature.

[59]  Richard Szeliski,et al.  A Taxonomy and Evaluation of Dense Two-Frame Stereo Correspondence Algorithms , 2001, International Journal of Computer Vision.

[60]  Eli Shechtman,et al.  Matching Local Self-Similarities across Images and Videos , 2007, 2007 IEEE Conference on Computer Vision and Pattern Recognition.

[61]  Terrance E. Boult,et al.  Correcting chromatic aberrations using image warping , 1992, Proceedings 1992 IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[62]  Paul W. P. J. Grefen,et al.  Supporting the internet-based evaluation of research software with cloud infrastructure , 2010, Software & Systems Modeling.

[63]  P. Delmas,et al.  Web-based on-line computational stereo vision , 2008, 2008 23rd International Conference Image and Vision Computing New Zealand.

[64]  Stéphane Mallat,et al.  Solving Inverse Problems With Piecewise Linear Estimators: From Gaussian Mixture Models to Structured Sparsity , 2010, IEEE Transactions on Image Processing.

[65]  Gwendoline Blanchet,et al.  Fattening Free Block Matching , 2011, Journal of Mathematical Imaging and Vision.

[66]  Nicholas Negroponte,et al.  Being Digital , 1995 .

[67]  Ulf Grenander,et al.  General Pattern Theory: A Mathematical Study of Regular Structures , 1993 .

[68]  Moon Gi Kang,et al.  Super-resolution image reconstruction: a technical overview , 2003, IEEE Signal Process. Mag..

[69]  Torsten Hothorn,et al.  Executable Papers for the R Community: The R2 Platform for Reproducible Research , 2011, ICCS.

[70]  O. D. Faugeras,et al.  Camera Self-Calibration: Theory and Experiments , 1992, ECCV.

[71]  Jeanne Farrington,et al.  Seven plus or minus two , 2011 .

[72]  Victoria Stodden,et al.  Reproducible Research: Tools and Strategies for Scientific Computing , 2012, CSE 2012.

[73]  Donald E. Knuth,et al.  The TeXbook , 1984 .

[74]  Sung Yong Shin,et al.  On pixel-based texture synthesis by non-parametric sampling , 2006, Comput. Graph..

[75]  Luc Van Gool,et al.  SURF: Speeded Up Robust Features , 2006, ECCV.

[76]  Sang Joon Kim,et al.  A Mathematical Theory of Communication , 2006 .

[77]  Jon Watson,et al.  VirtualBox: bits and bytes masquerading as machines , 2008 .

[78]  Victoria Stodden,et al.  The Scientific Method in Practice: Reproducibility in the Computational Sciences , 2010 .

[79]  Jean-Michel Morel,et al.  Cartoon+Texture Image Decomposition , 2011, Image Process. Line.

[80]  Pascal Getreuer.  Malvar-He-Cutler Linear Image Demosaicking , 2011, Image Process. Line.

[81]  Lawrence Lessig.  The Future of Ideas , 2001 .

[82]  J. H. Geuvers,et al.  Proof assistants: History, ideas and future , 2009 .

[83]  J. Morel,et al.  Is SIFT scale invariant , 2011 .

[84]  Robert Bringhurst,et al.  The Elements of Typographic Style , 1992 .

[85]  Pierre-Yves Strub,et al.  Color image segmentation based on automatic morphological clustering , 2001, Proceedings 2001 International Conference on Image Processing (Cat. No.01CH37205).

[86]  J. C. R. Licklider,et al.  Man-Computer Symbiosis , 1960 .

[87]  D. Hubel,et al.  Receptive fields, binocular interaction and functional architecture in the cat's visual cortex , 1962, The Journal of physiology.

[88]  J. Abbate,et al.  Inventing the Internet , 1999 .

[89]  Zhengyou Zhang,et al.  A Flexible New Technique for Camera Calibration , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[90]  Ramesh Raskar,et al.  Coded exposure photography: motion deblurring using fluttered shutter , 2006, SIGGRAPH 2006.

[91]  Pascal Monasse,et al.  Fast computation of a contrast-invariant image representation , 2000, IEEE Trans. Image Process..

[92]  Philip J. Guo.  CDE: Run Any Linux Application On-Demand Without Installation , 2011, LISA.

[93]  S. Ricketson,et al.  The Berne Convention for the Protection of Literary and Artistic Works : 1886-1986 , 1987 .

[94]  J. Rafael Sendra,et al.  An Algebraic Approach to Lens Distortion by Line Rectification , 2009, Journal of Mathematical Imaging and Vision.

[95]  Guillermo Sapiro,et al.  Geodesic Active Contours , 1995, International Journal of Computer Vision.

[96]  Jose Luis Lisani,et al.  Simplest Color Balance , 2011, Image Process. Line.

[97]  Max Wertheimer,et al.  Untersuchungen zur Lehre von der Gestalt , .

[98]  Andrew Blake,et al.  Boundary conditions for lightness computation in Mondrian World , 1985, Comput. Vis. Graph. Image Process..

[99]  Alex M. Andrew,et al.  Level Set Methods and Fast Marching Methods: Evolving Interfaces in Computational Geometry, Fluid Mechanics, Computer Vision, and Materials Science (2nd edition) , 2000 .

[100]  Victoria Stodden,et al.  The Legal Framework for Reproducible Scientific Research: Licensing and Copyright , 2009, Computing in Science & Engineering.

[101]  Z. Merali.  Computational science: ...Error , 2010, Nature.

[102]  Sabine Süsstrunk,et al.  A Frequency Domain Approach to Registration of Aliased Images with Application to Super-resolution , 2006, EURASIP J. Adv. Signal Process..

[103]  Pascal Getreuer.  Roussos-Maragos Tensor-Driven Diffusion for Image Interpolation , 2011, Image Process. Line.

[104]  Lionel Moisan,et al.  Periodic Plus Smooth Image Decomposition , 2011, Journal of Mathematical Imaging and Vision.

[105]  Horst Bischof,et al.  A Duality Based Approach for Realtime TV-L1 Optical Flow , 2007, DAGM-Symposium.

[106]  Stephen Segaller.  Nerds 2.0.1: A Brief History of the Internet , 1998 .

[107]  Beng-Hong Lim,et al.  Virtualizing I/O Devices on VMware Workstation's Hosted Virtual Machine Monitor , 2001, USENIX Annual Technical Conference, General Track.

[108]  James T. Kajiya,et al.  The rendering equation , 1998 .

[109]  Paul A. Viola,et al.  Robust Real-Time Face Detection , 2001, Proceedings Eighth IEEE International Conference on Computer Vision. ICCV 2001.

[110]  Luc Vincent.  Fast Grayscale Granulometry Algorithms , 1994, ISMM.

[111]  P. Kidwell,et al.  The mythical man-month: Essays on software engineering , 1996, IEEE Annals of the History of Computing.

[112]  Emmanuel J. Candès,et al.  Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information , 2004, IEEE Transactions on Information Theory.

[113]  Suzanne J. Matthews,et al.  Paper Mâché: Creating Dynamic Reproducible Science , 2011, ICCS.

[114]  J. C. R. Licklider,et al.  The Computer as a Communication Device , 1968 .

[115]  D. Mumford,et al.  Optimal approximations by piecewise smooth functions and associated variational problems , 1989 .

[116]  Gerard J. Holzmann,et al.  The early history of data networks , 1994 .

[117]  Berthold K. P. Horn,et al.  Determining lightness from an image , 1974, Comput. Graph. Image Process..

[118]  Nancy A. Blumenstock.  The Chicago Manual of Style . By the University of Chicago Press. 13th ed. Chicago: University of Chicago Press, 1982. ix, 740 pp. Glossary of Technical Terms, Bibliography, Index. $25. , 1984, Journal of Asian Studies.

[119]  Thomas Boutell,et al.  PNG (Portable Network Graphics) Specification Version 1.0 , 1997, RFC.

[120]  P. Hanrahan,et al.  Light Field Photography with a Hand-held Plenoptic Camera , 2005 .

[121]  Tim Berners-Lee,et al.  WorldWideWeb : proposal for a HyperText Project , 1990 .

[122]  Jean-Michel Morel,et al.  Retinex Poisson Equation: a Model for Color Perception , 2011, Image Process. Line.

[123]  Bogdan Wiszniewski,et al.  IODA - an Interactive Open Document Architecture , 2011, ICCS.

[124]  Tim Berners-Lee,et al.  Information Management: A Proposal , 1990 .

[125]  Robert C. Bolles,et al.  Epipolar-plane image analysis: An approach to determining structure from motion , 1987, International Journal of Computer Vision.

[126]  Marc Ebner,et al.  Color Constancy , 2007, Computer Vision, A Reference Guide.

[127]  Rafael Grompone von Gioi,et al.  LSD: A Fast Line Segment Detector with a False Detection Control , 2010, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[128]  J J Koenderink,et al.  Affine structure from motion. , 1991, Journal of the Optical Society of America. A, Optics and image science.

[129]  Andrew M. Kuhn,et al.  Code Complete , 2005, Technometrics.

[130]  Christoph Lange,et al.  The Planetary System: Web 3.0 & Active Documents for STEM , 2011, ICCS.

[131]  Jonathan Roughgarden,et al.  Rule of thumb , 1991, Behavioral and Brain Sciences.

[132]  Julien Rabin,et al.  A contrario matching of SIFT-like descriptors , 2008, 2008 19th International Conference on Pattern Recognition.

[133]  Jitendra Malik,et al.  Scale-Space and Edge Detection Using Anisotropic Diffusion , 1990, IEEE Trans. Pattern Anal. Mach. Intell..

[134]  Markus Rupp,et al.  Reproducible research in signal processing , 2009, IEEE Signal Processing Magazine.

[135]  Julie Delon,et al.  A Nonparametric Approach for Histogram Segmentation , 2007, IEEE Transactions on Image Processing.

[136]  Jaime R. Carbonell,et al.  On Man-Computer Interaction: A Model and Some Related Issues , 1969, IEEE Trans. Syst. Sci. Cybern..

[137]  Jean-Michel Morel,et al.  International Conference on Computational Science , ICCS 2011 The IPOL Initiative : Publishing and Testing Algorithms on Line for Reproducible Research in Image Processing , 2011 .

[138]  Michael I. Jordan,et al.  Loopy Belief Propagation for Approximate Inference: An Empirical Study , 1999, UAI.

[139]  Pascal Getreuer,et al.  Image Interpolation with Geometric Contour Stencils , 2011, Image Process. Line.

[140]  Berthold K. P. Horn,et al.  Determining Optical Flow , 1981, Other Conferences.

[141]  Pierre Comon,et al.  Independent component analysis, A new concept? , 1994, Signal Process..

[142]  Azriel Rosenfeld,et al.  Digital Picture Processing , 1976 .

[143]  Rebecca Capone,et al.  Executable Paper Grand Challenge Workshop , 2011, ICCS.

[144]  Jose Luis Lisani,et al.  Local Color Correction , 2011, Image Process. Line.

[145]  Pascal Getreuer.  Gunturk-Altunbasak-Mersereau Alternating Projections Image Demosaicking , 2011, Image Process. Line.

[146]  Vladimir Kolmogorov,et al.  Computing visual correspondence with occlusions using graph cuts , 2001, Proceedings Eighth IEEE International Conference on Computer Vision. ICCV 2001.

[147]  Frank Yellin,et al.  The Java Virtual Machine Specification , 1996 .

[148]  Richard Szeliski,et al.  A Comparison and Evaluation of Multi-View Stereo Reconstruction Algorithms , 2006, 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'06).

[149]  John D. Austin,et al.  Adaptive histogram equalization and its variations , 1987 .

[150]  Scott O. Bradner,et al.  Key words for use in RFCs to Indicate Requirement Levels , 1997, RFC.

[151]  R. Stallman,et al.  Free Software, Free Society , 2002 .

[152]  Philip M. Davis,et al.  Does open access lead to increased readership and citations? A randomized controlled trial of articles published in APS journals. , 2010, The Physiologist.

[153]  Ohad Rodeh,et al.  zFS - a scalable distributed file system using object disks , 2003, 20th IEEE/11th NASA Goddard Conference on Mass Storage Systems and Technologies, 2003. (MSST 2003). Proceedings..

[154]  Tony F. Chan,et al.  Total variation blind deconvolution , 1998, IEEE Trans. Image Process..

[155]  Jiri Matas,et al.  Robust wide-baseline stereo from maximally stable extremal regions , 2004, Image Vis. Comput..

[156]  Vinton G. Cerf,et al.  A brief history of the internet , 1999, CCRV.

[157]  Edsger W. Dijkstra,et al.  Notes on structured programming , 1970 .

[158]  Konrad Hinsen,et al.  A data and code model for reproducible research and executable papers , 2011, ICCS.

[159]  Piotr Nowakowski,et al.  The Collage Authoring Environment , 2011, ICCS.

[160]  Robert Cailliau,et al.  How the Web Was Born: The Story of the World Wide Web , 2000 .

[161]  Bruno Galerne,et al.  Micro-Texture Synthesis by Phase Randomization , 2011, Image Process. Line.

[162]  Christopher G. Harris,et al.  A Combined Corner and Edge Detector , 1988, Alvey Vision Conference.

[163]  Fred P. Brooks,et al.  The Mythical Man-Month , 1975, Reliable Software.

[164]  Jean-Michel Morel,et al.  High Fidelity Scan Merging , 2010, Comput. Graph. Forum.

[165]  Olivier D. Faugeras,et al.  Automatic calibration and removal of distortion from scenes of structured environments , 1995, Optics & Photonics.

[166]  Richard Szeliski,et al.  Noise Estimation from a Single Image , 2006, 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'06).

[167]  D. Mumford,et al.  Pattern Theory: The Stochastic Analysis of Real-World Signals , 2010 .

[168]  Jean-Michel Morel,et al.  From Gestalt Theory to Image Analysis: A Probabilistic Approach , 2007 .

[169]  J. Morel,et al.  A multiscale algorithm for image segmentation by variational method , 1994 .

[170]  J. Koenderink.  The structure of images , 2004, Biological Cybernetics.

[171]  Neus Sabater,et al.  Rejecting Wrong Matches in Stereovision , 2008 .

[172]  Pietro Perona,et al.  Object class recognition by unsupervised scale-invariant learning , 2003, 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2003. Proceedings..

[173]  Donald Geman,et al.  Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images , 1984, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[174]  G LoweDavid,et al.  Distinctive Image Features from Scale-Invariant Keypoints , 2004 .

[175]  Pascal Getreuer,et al.  Zhang-Wu Directional LMMSE Image Demosaicking , 2011, Image Process. Line.

[176]  Jaakko Astola,et al.  Transform Based Denoising Algorithms: Comparative Study , 2022 .

[177]  David A. Wheeler,et al.  Why Open Source Software / Free Software (OSS/FS, FLOSS, or FOSS)? Look at the Numbers! , 2005 .

[178]  Jean-Michel Morel,et al.  A PDE Formalization of Retinex Theory , 2010, IEEE Transactions on Image Processing.

[179]  Kate L. Turabian.  A manual for writers of dissertations , 1937 .

[180]  Victoria Stodden,et al.  Enabling Reproducible Research: Open Licensing for Scientific Innovation , 2009 .

[181]  Guillermo Sapiro,et al.  Non-local sparse models for image restoration , 2009, 2009 IEEE 12th International Conference on Computer Vision.

[182]  Andrew W. Fitzgibbon,et al.  Bundle Adjustment - A Modern Synthesis , 1999, Workshop on Vision Algorithms.

[183]  Ronald S. Laurie,et al.  Source Code versus Object Code: Patent Implications for the Open Source Community , 2002 .

[184]  Ting Li,et al.  Comparing machines and humans on a visual categorization test , 2011, Proceedings of the National Academy of Sciences.

[185]  Stanley Osher,et al.  Total variation based image restoration with free local constraints , 1994, Proceedings of 1st International Conference on Image Processing.

[186]  J. Morel,et al.  Self-consistency and universality of camera lens distortion models , 2012 .

[187]  Eric S. Raymond,et al.  The New Hacker's Dictionary, 2nd Ed. , 1993 .

[188]  Jon F. Claerbout,et al.  Electronic documents give reproducible research a new meaning: 62nd Ann , 1992 .

[189]  Jean-Michel Morel,et al.  Scale Space Meshing of Raw Data Point Sets , 2011, Comput. Graph. Forum.

[190]  Pascal Getreuer,et al.  Linear Methods for Image Interpolation , 2011, Image Process. Line.

[191]  Douglas C. Engelbart,et al.  A research center for augmenting human intellect , 1968, AFIPS Fall Joint Computing Conference.

[192]  Jean-Michel Morel,et al.  Self-similarity Driven Demosaicking , 2011, Image Process. Line.

[193]  Alessandro Foi,et al.  Image Denoising by Sparse 3-D Transform-Domain Collaborative Filtering , 2007, IEEE Transactions on Image Processing.

[194]  Lionel Moisan,et al.  On the Theory of Planar Shape , 2003, Multiscale Model. Simul..

[195]  Zia-ur Rahman,et al.  A multiscale retinex for bridging the gap between color images and the human observation of scenes , 1997, IEEE Trans. Image Process..

[196]  Donald E. Knuth,et al.  Literate Programming , 1984, Comput. J..

[197]  Brendan P. Kehoe.  Zen and the art of the internet - a beginner's guide (2. ed.) , 1992, Prentice Hall series in innovative technology.

[198]  Neus Sabater,et al.  How Accurate Can Block Matches Be in Stereo Vision? , 2011, SIAM J. Imaging Sci..

[199]  Alessandro Rizzi,et al.  Perceptual Color Correction Through Variational Techniques , 2007, IEEE Transactions on Image Processing.

[200]  J.P. Hume.  The Victorian Internet: The Remarkable Story of the Telegraph and the Nineteenth Century's On-Line Pioneers , 2000 .

[201]  Anil K. Jain,et al.  Feature extraction methods for character recognition-A survey , 1996, Pattern Recognit..

[202]  Hany Farid,et al.  Blind inverse gamma correction , 2001, IEEE Trans. Image Process..

[203]  Patrick Pérez,et al.  Poisson image editing , 2003, ACM Trans. Graph..

[204]  Jean-Marc Lavest,et al.  Some Aspects of Zoom Lens Camera Calibration , 1996, IEEE Trans. Pattern Anal. Mach. Intell..

[205]  Luc Vincent,et al.  Watersheds in Digital Spaces: An Efficient Algorithm Based on Immersion Simulations , 1991, IEEE Trans. Pattern Anal. Mach. Intell..

[206]  Marc Levoy,et al.  Fast texture synthesis using tree-structured vector quantization , 2000, SIGGRAPH.

[207]  Jean-Michel Morel,et al.  Fast implementation of color constancy algorithms , 2009, Electronic Imaging.

[208]  Ronald L. Rivest,et al.  The Algorithm SELECT - for Finding the ith Smallest of n Elements [M1] (Algorithm 489) , 1975, Commun. ACM.

[209]  Gabriel Taubin,et al.  The ball-pivoting algorithm for surface reconstruction , 1999, IEEE Transactions on Visualization and Computer Graphics.

[210]  Y. Tendero,et al.  Efficient single image non-uniformity correction algorithm , 2010, Security + Defence.

[211]  Jelena Kovacevic,et al.  Reproducible research in signal processing , 2009, IEEE Signal Process. Mag..

[212]  John F. Canny,et al.  A Computational Approach to Edge Detection , 1986, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[213]  Brian W. Kernighan,et al.  The Practice of Programming , 1999 .

[214]  Fionn Murtagh,et al.  Automatic Noise Estimation from the Multiresolution Support , 1998 .

[215]  Brian W. Kernighan,et al.  The elements of programming style (2. ed.) , 1978 .

[216]  Jean-Michel Morel,et al.  Non-Local Means Denoising , 2011, Image Process. Line.

[217]  Christine L. Borgman,et al.  The whole internet user's guide & catalog , 1994 .

[218]  Eric S. Raymond,et al.  The New Hacker's Dictionary , 1991 .

[219]  Patrick J. Lynch.  Web Style Guide , 1999 .

[220]  Jean-Michel Morel,et al.  Farman Institute 3D Point Sets - High Precision 3D Data Sets , 2011, Image Process. Line.

[221]  Gordon Bell,et al.  The virtual reality modeling language , 1995 .

[222]  David L. Donoho,et al.  A Universal Identifier for Computational Results , 2011, ICCS.

[223]  Luc Van Gool,et al.  The Pascal Visual Object Classes (VOC) Challenge , 2010, International Journal of Computer Vision.

[224]  Marco Mondelli,et al.  Finite Difference Schemes for MCM and AMSS , 2011, Image Process. Line.

[225]  黄亚明,et al.  DOAJ , 2012 .

[226]  Mauricio Delbracio,et al.  Non-parametric Sub-pixel Local Point Spread Function Estimation , 2012, Image Process. Line.

[227]  Peyman Milanfar,et al.  A computationally efficient superresolution image reconstruction algorithm , 2001, IEEE Trans. Image Process..

[228]  Rafael Grompone von Gioi,et al.  LSD: a Line Segment Detector , 2012, Image Process. Line.

[229]  Pascal Monasse,et al.  Quasi-Euclidean Epipolar Rectification , 2011, Image Process. Line.

[230]  Lionel Moisan,et al.  Edge Detection by Helmholtz Principle , 2001, Journal of Mathematical Imaging and Vision.

[231]  Amy Wohl,et al.  Apple computer, Inc. , 2003 .

[232]  Jose Luis Lisani,et al.  Image Color Cube Dimensional Filtering and Visualization , 2011, Image Process. Line.

[233]  Jakob Nielsen,et al.  Usability engineering , 1997, The Computer Science and Engineering Handbook.

[234]  Jean-Michel Morel,et al.  ASIFT: An Algorithm for Fully Affine Invariant Comparison , 2011, Image Process. Line.