main.bib

@Inproceedings{Lowe1999,
    title={Object recognition from local scale-invariant features},
    author={Lowe, David G},
    booktitle={Proceedings of the seventh IEEE international conference on computer vision},
    volume={2},
    pages={1150--1157},
    year={1999},
    organization={Ieee}
}

@Article{Lowe2004,
    author  = {David G. Lowe},
    title   = {Distinctive Image Featuresfrom Scale-Invariant Keypoints},
    journal = {International Journal of Computer Vision},
    year    = {2004},
}

@Phdthesis{Mikolajczyk2002,
    title={Detection of local features invariant to affines transformations},
    author={Mikolajczyk, Krystian},
    school = {{Institut National Polytechnique de Grenoble - INPG}},
    year={2002}
}

@article{Koenderink1984,
    title={The structure of images},
    author={Koenderink, Jan J},
    journal={Biological cybernetics},
    volume={50},
    number={5},
    pages={363--370},
    year={1984},
    publisher={Springer}
}

@Article{Harris1988,
    author  = {Chris Harris, Mike Stephens},
    title   = {A COMBINED CORNER AND EDGE DETECTOR},
    journal = {Plessey Research Roke Manor},
    year    = {1988},
}

@Article{Canny1986,
    author  = {John F. Canny},
    title   = {A Computational Approach to Edge Detection},
    journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
    year    = {1986},
}

@article{Rosin1999,
    title={Measuring corner properties},
    author={Rosin, Paul L},
    journal={Computer Vision and Image Understanding},
    volume={73},
    number={2},
    pages={291--307},
    year={1999},
    publisher={Elsevier}
}

@article{wold1987principal,
    title={Principal component analysis},
    author={Wold, Svante and Esbensen, Kim and Geladi, Paul},
    journal={Chemometrics and intelligent laboratory systems},
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    number={1-3},
    pages={37--52},
    year={1987},
    publisher={Elsevier}
}

@inproceedings{Rublee2011,
    title={ORB: An efficient alternative to SIFT or SURF},
    author={Rublee, Ethan and Rabaud, Vincent and Konolige, Kurt and Bradski, Gary},
    booktitle={2011 International conference on computer vision},
    pages={2564--2571},
    year={2011},
    organization={Ieee}
}

@inproceedings{Calonder2010,
    title={Brief: Binary robust independent elementary features},
    author={Calonder, Michael and Lepetit, Vincent and Strecha, Christoph and Fua, Pascal},
    booktitle={European conference on computer vision},
    pages={778--792},
    year={2010},
     organization={Springer}
}

@inproceedings{Rosten2006,
    title={Machine learning for high-speed corner detection},
    author={Rosten, Edward and Drummond, Tom},
    booktitle={European conference on computer vision},
    pages={430--443},
    year={2006},
    organization={Springer}
}

@article{Kullback1951,
  title={On information and sufficiency},
  author={Kullback, Solomon and Leibler, Richard A},
  journal={The annals of mathematical statistics},
  volume={22},
  number={1},
  pages={79--86},
  year={1951},
  publisher={JSTOR}
}

@Article{openCV,
    author               = {Gary Bradski},
    title                = {{The OpenCV Library}},
    journal              = {Dr. Dobb's Journal of Software Tools},
    year                 = {2000},
    citeulike-article-id = {2236121},
    keywords             = {bibtex-import},
    posted-at            = {2008-01-15 19:21:54},
}

@inproceedings{Bay2006,
  title={Surf: Speeded up robust features},
  author={Bay, Herbert and Tuytelaars, Tinne and Van Gool, Luc},
  booktitle={European conference on computer vision},
  pages={404--417},
  year={2006},
  organization={Springer}
}

@Misc{JustinWick,
    author       = {JustinWick},
    title        = {Comparison of Difference of Gaussians and Mexican Hat Function, intended to illustrate that DoG is a reasonable approximation to MHF.},
    howpublished = {\url{https://commons.wikimedia.org/wiki/File:DOG_vs_MHF.png}},
    note         = {[Online; accessed 28-April-2019]},
}

@Misc{Sinha,
    author       = {Utkarsh Sinha},
    title        = {SIFT: Theory and Practice},
    howpublished = {\url{http://aishack.in/tutorials/sift-scale-invariant-feature-transform-features/}},
    note         = {[Online; accessed 28-April-2019]},
}

@inproceedings{bay2006,
    title={Surf: Speeded up robust features},
    author={Herbert Bay, Tinne Tuytelaars, Luc Van Gool},
    booktitle={European conference on computer vision},
    pages={404--417},
    year={2006},
    organization={Springer}
}

@article{birgin2000,
  title={Nonmonotone spectral projected gradient methods on convex sets},
  author={Birgin, Ernesto G and Martinez, Jose Mario and Raydan, Marcos},
  journal={SIAM Journal on Optimization},
  volume={10},
  number={4},
  pages={1196--1211},
  year={2000},
  publisher={SIAM}
}

@Article{Cortes1995,
  author   = {Corinna Cortes, Vladimir Vapnik},
  title    = {Support-vector networks},
  journal  = {Machine Learning},
  year     = {1995},
  volume   = {20},
  number   = {3},
  pages    = {273--297},
  month    = {Sep},
  issn     = {1573-0565},
  day      = {01},
  doi      = {10.1007/BF00994018},
  url      = {https://doi.org/10.1007/BF00994018},
}

@InProceedings{Kruzik2018,
  author    = {Kru{\v{z}}{\'i}k, Jakub and Pecha, Marek and Hapla, V{\'a}clav and Hor{\'a}k, David and {\v{C}}erm{\'a}k, Martin},
  title     = {Investigating Convergence of Linear SVM Implemented in PermonSVM Employing MPRGP Algorithm},
  booktitle = {High Performance Computing in Science and Engineering},
  year      = {2018},
  editor    = {Kozubek, Tom{\'a}{\v{s}} and {\v{C}}erm{\'a}k, Martin and Tich{\'y}, Petr and Blaheta, Radim and {\v{S}}{\'i}stek, Jakub and Luk{\'a}{\v{s}}, Dalibor and Jaro{\v{s}}, Ji{\v{r}}{\'i}},
  pages     = {115--129},
  address   = {Cham},
  publisher = {Springer International Publishing},
  isbn      = {978-3-319-97136-0},
}

@InCollection{Aeta2018,
  author    = {Marek Pecha, David Hor{\'{a}}k},
  title     = {Analyzing l1-loss and l2-loss Support Vector Machines Implemented in {PERMON} Toolbox},
  booktitle = {Bioanalytical Reviews},
  publisher = {Springer Berlin Heidelberg},
  year      = {2018},
  pages     = {13--23},
  month     = {apr},
  doi       = {10.1007/978-3-030-14907-9_2},
}

@online{crossval,
  author = {Fabian Flöck},
  title = {K-fold cross validation},
  year = {2016},
  urldate = {2021},
  url = {https://commons.wikimedia.org/wiki/File:K-fold_cross_validation_EN.jpg}
}

@online{Wikikmeans,
  author = {Fabian Flöck},
  title = {K-fold cross validation},
  year = {2016},
  urldate = {2021},
  url = {https://commons.wikimedia.org/wiki/File:K-fold_cross_validation_EN.jpg}
}

@inproceedings{lee2005,
  title={Local and global feature extraction for face recognition},
  author={Lee, Yongjin and Lee, Kyunghee and Pan, Sungbum},
  booktitle={International Conference on Audio-and Video-Based Biometric Person Authentication},
  pages={219--228},
  year={2005},
  organization={Springer}
}

@misc{kaggleFourShapes,
    title={Four Shapes},
    author={smeschke},
    year={2017},
    note={Retrieved 2021-04-01 from \url{https://www.kaggle.com/smeschke/four-shapes}},
}

@misc{povray,
    author={Persistence of Vision Pty. Ltd. (2004)},
    title={Persistence of Vision Raytracer},
    version={\url{http://www.povray.org/download/}},
}

@misc{ml4py_dataset,
  author    = {Pecha, Marek},
  title     = {Oxford IIIT Pet Dataset (fixed)},
  year      = {2019},
  publisher = {GitHub},
  journal = {GitHub repository},
  url = {https://github.com/ml4py/dataset-iiit-pet},
  commit = {ebb5f9e482d0597e7eb4a92f24c7275e83b96140}
}

@misc{tools_iiit,
  author    = {Pecha, Marek and Dornak, Vojtech},
  title     = {Oxford IIIT Pet Dataset (fixed)},
  year      = {2019},
  publisher = {GitHub},
  journal = {GitHub repository},
  url = {https://github.com/ml4py/toools-iiit-pet},
  commit = {e8ae5c8c94e40a97fb7c19a136d8b45de22f0eff}
}

@InProceedings{parkhi12a,
  author    = {Omkar M. Parkhi and Andrea Vedaldi and Andrew Zisserman and C. V. Jawahar},
  title     = {Cats and Dogs},
  booktitle = {IEEE Conference on Computer Vision and Pattern Recognition},
  year      = {2012},
}

@Online{Salomon-WWW-17,
  title   = {{IT4I}nnovations: {N}ational {S}upercomputing {C}enter, {VSB-T}echnical {U}niversity of {O}strava, {S}alomon Cluster Documentation – Hardware Overview},
  year    = {2017},
  url     = {https://docs.it4i.cz/salomon-cluster-documentation/hardware-overview},
  urldate = {2017-07-25},
}

@Misc{permonSVM,
  author       = {Hapla, V{\'{a}}clav and Hor{\'{a}}k, David and Pecha, Marek},
  title        = {PermonSVM},
  howpublished = {\url{http://permon.vsb.cz/permonsvm.htm}},
  year         = {2017},
}

@Article{opencv,
  author               = {Gary Bradski},
  title                = {{The OpenCV Library}},
  journal              = {Dr. Dobb's Journal of Software Tools},
  year                 = {2000},
  citeulike-article-id = {2236121},
  keywords             = {bibtex-import},
  posted-at            = {2008-01-15 19:21:54},
}

@Misc{petsc,
       author = {Satish Balay and Shrirang Abhyankar and Mark~F. Adams and Jed Brown and Peter Brune
                 and Kris Buschelman and Lisandro Dalcin and Alp Dener and Victor Eijkhout and William~D. Gropp
                 and Dmitry Karpeyev and Dinesh Kaushik and Matthew~G. Knepley and Dave~A. May and Lois Curfman McInnes
                 and Richard Tran Mills and Todd Munson and Karl Rupp and Patrick Sanan
                 and Barry~F. Smith and Stefano Zampini and Hong Zhang and Hong Zhang},
       title =  {{PETS}c {W}eb page},
       url =    {https://www.mcs.anl.gov/petsc},
       howpublished = {\url{https://www.mcs.anl.gov/petsc}},
       year = {2021}
}

@Article{slepc,
   author  = "Vicente Hernandez and Jose E. Roman and Vicente Vidal",
   title   = "{SLEPc}: A scalable and flexible toolkit for the solution of eigenvalue problems",
   journal = "{ACM} Trans. Math. Software",
   volume  = "31",
   number  = "3",
   pages   = "351--362",
   year    = "2005"
}

@ARTICLE{scipy,
  author  = {Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and
            Haberland, Matt and Reddy, Tyler and Cournapeau, David and
            Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and
            Bright, Jonathan and {van der Walt}, St{\'e}fan J. and
            Brett, Matthew and Wilson, Joshua and Millman, K. Jarrod and
            Mayorov, Nikolay and Nelson, Andrew R. J. and Jones, Eric and
            Kern, Robert and Larson, Eric and Carey, C J and
            Polat, {\.I}lhan and Feng, Yu and Moore, Eric W. and
            {VanderPlas}, Jake and Laxalde, Denis and Perktold, Josef and
            Cimrman, Robert and Henriksen, Ian and Quintero, E. A. and
            Harris, Charles R. and Archibald, Anne M. and
            Ribeiro, Ant{\^o}nio H. and Pedregosa, Fabian and
            {van Mulbregt}, Paul and {SciPy 1.0 Contributors}},
  title   = {{{SciPy} 1.0: Fundamental Algorithms for Scientific
            Computing in Python}},
  journal = {Nature Methods},
  year    = {2020},
  volume  = {17},
  pages   = {261--272},
  adsurl  = {https://rdcu.be/b08Wh},
  doi     = {10.1038/s41592-019-0686-2},
}

@inproceedings{macqueen1967,
  title={Some methods for classification and analysis of multivariate observations},
  author={MacQueen, James and others},
  booktitle={Proceedings of the fifth Berkeley symposium on mathematical statistics and probability},
  volume={1},
  number={14},
  pages={281--297},
  year={1967},
  organization={Oakland, CA, USA}
}

@article{pearson1901,
  title={LIII. On lines and planes of closest fit to systems of points in space},
  author={Pearson, Karl},
  journal={The London, Edinburgh, and Dublin Philosophical Magazine and Journal of Science},
  volume={2},
  number={11},
  pages={559--572},
  year={1901},
  publisher={Taylor \& Francis}
}

@article{RodPerLoz10,
    author = {Rodríguez, Juan and Pérez, Aritz and Lozano, Jose},
    year = {2010},
    month = {04},
    pages = {569 - 575},
    title = {Sensitivity Analysis of k-Fold Cross Validation in Prediction Error Estimation},
    volume = {32},
    journal = {Pattern Analysis and Machine Intelligence, IEEE Transactions on}
}

@Misc{wiki:Computer_vision,
  author       = {Wikipedia},
  title        = {{Computer vision} --- {W}ikipedia{,} The Free Encyclopedia},
  howpublished = {\url{http://en.wikipedia.org/w/index.php?title=Computer\%20vision&oldid=894207185}},
  note         = {[Online; accessed 28-April-2019]},
}

@thesis{dornak2019,
    author  = {Dorňák, Vojtěch},
    type    = {Bachelor's Thesis},
    title   = {Image feature extraction applied inclassification techniques},
    year    = {2019},
    howpublished = {\url{http://dspace.vsb.cz/handle/10084/136146}},
}

@book{dostal2009,
  title={Optimal quadratic programming algorithms: with applications to variational inequalities},
  author={Dost{\'a}l, Zdenek},
  volume={23},
  year={2009},
  publisher={Springer Science \& Business Media}
}

@incollection{da2017,
  title={Artificial neural network architectures and training processes},
  author={Da Silva, Ivan Nunes and Spatti, Danilo Hernane and Flauzino, Rogerio Andrade and Liboni, Luisa Helena Bartocci and dos Reis Alves, Silas Franco},
  booktitle={Artificial neural networks},
  pages={21--28},
  year={2017},
  publisher={Springer}
}