BOOK CHAPTERS

  • "Markov Random Fields in Computer Vision: MAP Inference and Learning"
    To appear in Encyclopedia of Applied and Computational Mathematics
    Springer, 2013

  • "MAP Inference by Fast Primal-Dual Linear Programming"
    in Advances in Markov Random Fields for Vision and Image Processing
    MIT press, 2010



JOURNALS

  • "(Hyper)-Graphical Models in Biomedical Image Analysis"
    N. Paragios, E. Ferrante, B. Glocker, N. Komodakis, S. Parisot, E.I. Zacharaki
    Medical image analysis

  • "Graph-based Registration, Change Detection and Classification in High Resolution Multitemporal Remote Sensing Data"
    M. Vakalopoulou, K. Karantzalos, N. Komodakis, N. Paragios
    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

  • "A Robust and Efficient Approach to License Plate Detection"
    Y. Yuan, W. Zou, Y. Zhao, X. Wang, X. Hu, N. Komodakis
    IEEE Transactions on Image Processing

  • "(Hyper)-Graphs Inference through Convex Relaxations and Move Making Algorithms"
    N. Komodakis, P. Kumar and N. Paragios
    Foundations and Trends in Computer Graphics and Vision

  • "Unsupervised Joint Salient Region Detection and Object Segmentation"
    W. Zou, Z. Liu, K. Kpalma, J. Ronsin, Y. Zhao, and N. Komodakis
    IEEE Transactions on Image Processing

  • "Playing with Duality: An Overview of Recent Primal-Dual Approaches for Solving Large-Scale Optimization Problems"
    N. Komodakis, J. C. Pesquet
    IEEE Signal Processing Magazine.

  • "A Framework for Efficient Structured Max-Margin Learning of High-Order MRF models"
    N. Komodakis, X. Bo and N.Paragios
    IEEE Transactions on Pattern Analysis and Machine Intelligence.

  • "A Comparative Study of Modern Inference Techniques for Discrete Energy Minimization Problems"
    Joerg H. Kappes, Bjoern Andres, Fred A. Hamprecht, Christoph Schnoerr, Sebastian Nowozin, Dhruv Batra, Sungwoong Kim, Thorben Kroeger, Bernhard X. Kausler, Jan Lellmann, Bogdan Savchynskyy, Nikos Komodakis, Carsten Rother
    To appear in IJCV.

  • "Markov Random Field modeling, inference and learning in computer vision and image understanding: A survey"
    C. Wang, N. Komodakis and N. Paragios
    CVIU, 2013.

  • "Interactive Image Segmentation Based on Synthetic Graph Coordinates"
    C. Panagiotakis, H. Papadakis, E. Grinias, N. Komodakis, P. Fragopoulou and G. Tziritas
    Pattern Recognition, 2013.

  • "Deformable Medical Image Registration: Setting the State of the Art with Discrete Methods"
    B. Glocker, A. Sotiras, N. Komodakis and N. Paragios
    Annual Reviews in Biomedical Engineering (AR), 2011.

  • "MRF Energy Minimization and Beyond via Dual Decomposition"
    N. Komodakis, N.Paragios and G. Tziritas
    IEEE Transactions on Pattern Analysis and Machine Intelligence.

  • "Linear Intensity-based Image Registration by Markov Random Fields and Discrete Optimization"
    D. Zikic, B. Glocker, O. Kutter, M. Groher, N. Komodakis, A. Khamene, N.Paragios and N. Navab
    Medical Image Analysis.

  • "Performance vs Computational Efficiency for Optimizing Single and Dynamic MRFs: Setting the State of the Art with Primal Dual Strategies"
    N. Komodakis, G. Tziritas and N. Paragios
    Computer Vision and Image Understanding, 2008.

  • "Dense Image Registration through MRFs and Efficient Linear Programming"
    B. Glocker, N. Komodakis, G. Tziritas, N. Navab and N.Paragios
    Medical Image Analysis, 2008.

  • "Approximate Labeling via Graph-Cuts Based on Linear Programming"
    N. Komodakis and G. Tziritas
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2007.

  • "Image Completion Using Efficient Belief Propagation via Priority Scheduling and Dynamic Pruning"
    N. Komodakis and G. Tziritas
    IEEE Transactions on Image Processing, 2007.
    [An independent implementation (by Darren Lafreniere) of the above image completion/inpainting algorithm can be found here]

  • "Real-time Exploration and Photorealistic Reconstruction of Large Natural Environments"
    N. Komodakis and G. Tziritas
    The Visual Computer, 2008

  • "Morphable 3D-Mosaics: a Hybrid Framework for Photorealistic Walkthroughs of Large Natural Environments"
    N. Komodakis and G. Tziritas
    Advances in Multimedia, 2008.

  • "3D Visual Reconstruction of Large Scale Natural Sites and Their Fauna"
    N. Komodakis, C. Panagiotakis and G. Tziritas
    Signal Processing: Image Communication, Vol. 20, pp. 869-890, Oct. 2005.
    (special issue on European projects on Visual Representation Systems and Services)



TOP RANK CONFERENCE PUBLICATIONS



ORDINARY RANK CONFERENCE PUBLICATIONS

  • "Patchwork Stereo: Scalable, Structure-aware 3D Reconstruction in Man-made Environments"
    A. Bourki, M. Gorce, R. Marlet, N. Komodakis
    In IEEE Winter Conference on Applications of Computer Vision (WACV) 2017.

  • "Simultaneous registration and change detection in multi-temporal, very high resolution remote sensing data" (honorable mention paper prize)
    M. Vakalopoulou, K. Karantzalos, N. Komodakis and N. Paragios
    In EarthVision CVPR 2015.

  • "Building Detection in Very high Resolution Multispectral Data with Deep Learning Features"
    M. Vakalopoulou, K. Karantzalos, N. Komodakis and N. Paragios
    In IGARSS 2015.

  • "Pose Invariant Deformable Shape Priors Using L1 Higher Order Sparse Graphs"
    B. Xiang, N. Komodakis, N. Paragios
    In 9th International Symposium on Visual Computing - ISVC 2013.

  • "Interactive Image Segmentation via Graph Clustering and Synthetic Coordinates Modeling"
    Panagiotakis C., Papadakis H., Grinias E., Komodakis N., Fragopoulou P., Tziritas G
    In 15th International Conference on Computer Analysis of Images and Patterns (CAIP 2013).

  • "A Kernel-based Graphical Model for Diffusion Tensor Registration" (best paper award)
    A. Sotiras, R. Neji, J. Deux, N. Komodakis, G. Fleury and N. Paragios
    In ISBI 2010.

  • "Markov Random Field Optimization for Intensity-based 2D-3D Registration"
    D. Zikic, B. Glocker, O. Kutter, M. Groher, N. Komodakis, A. Kamen, N. Paragios, N. Navab
    In SPIE Medical Imaging 2010.

  • "Approximated Curvature Penalty in Non-rigid Registration using Pairwise MRFs "
    B. Glocker, N. Komodakis, N. Paragios, and N. Navab
    In ISVC 2009.

  • "Atlas-based Deformable Mutual Population Segmentation"
    A. Sotiras, N. Komodakis, G. Langs and N. Paragios
    In ISBI 2009.

  • "Graph-based Knowledge-driven Discrete Segmentation of the Left Ventricle"
    A. Besbes, N. Komodakis and N. Paragios
    In ISBI 2009.

  • "Linear Image Registration Through MRF Optimization"
    B. Glocker, D. Zikic, N. Komodakis, N. Paragios and N. Navab
    In ISBI 2009.

  • "Biomedical Image Analysis Using Markov Random Fields and Efficient Linear Programming"
    N. Komodakis, A. Besbes, B. Glocker and N. Paragios
    In EMBC 2009 (invited paper).

  • "Expression Mimicking : from 2D Monocular Sequences to 3D Animations"
    C. Ghys, M.Taron, N. Paragios, N. Komodakis and B. Bascle
    In 3rd International Symposium in Visual Computing (ISVC'07)

  • "Bayesian Region Growing and MRF-based Minimization for Texture and Colour Segmentation"
    I. Grinias, N. Komodakis and G. Tziritas
    In WIAMIS 2007.

  • "Knee Reconstruction through Efficient Linear Programming"
    M. Sardarescu, N. Paragios, N. Komodakis, R. Raymond, P. Hernigou and A. Rahmouni
    In ISBI 2008.

  • "4D Ventricular Segmentation and Wall Motion Estimation Using Efficient Discrete Optimization"
    A. Besbes, N. Komodakis, B. Glocker, G. Tziritas and N. Paragios
    In 3rd International Symposium in Visual Computing (ISVC'07)

  • "Morphable 3D-Mosaics: a Framework for the Visual Reconstruction of Large Natural Scenes" [video]
    N. Komodakis, G. Tziritas
    In video proceedings of CVPR 2006.

  • "Interactive walkthroughs using morphable 3D-mosaics"
    N. Komodakis, G. Tziritas
    In 3DPVT 2004.

  • "Robust 3D-Motion estimation and depth layering"
    N. Komodakis, G. Tziritas
    In 13th International Conference on Digital Signal Processing.



TECHNICAL REPORTS

  • "MRF-based Diffeomorphic Population Deformable Registration and Segmentation"
    A. Sotiras, N. Komodakis and N. Paragios
    Technical Report, INRIA, 2009

  • "Cue Integration and Discrete MRFs towards Knowledge-based Segmentation and Tracking"
    A. Besbes, N. Paragios and N. Komodakis
    Technical Report, INRIA, 2009

  • "Clustering via LP-based Stabilities"
    N. Komodakis, N. Paragios and G. Tziritas
    Technical Report, University of Crete, 2009

  • "Beyond Loose LP-relaxations for MRF Optimization"
    N. Komodakis and N. Paragios
    Technical Report, Ecole Centrale de Paris, 2008

  • "Optimization of Discrete Markov Random Fields via Dual Decomposition"
    N. Komodakis, N. Paragios and G. Tziritas
    Research Report 0705, MAS Laboratory, April 2007.

  • "Fast Primal-Dual Strategies for MRF Optimization"
    N. Komodakis, G. Tziritas and N. Paragios
    Research Report 0605, MAS Laboratory, December 2006.

  • "Approximate Labeling via the Primal-Dual Schema"
    N. Komodakis and G. Tziritas
    Technical Report, University of Crete, February 2005.



Ph.D. Thesis