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Dr Krystian Mikolajczyk

Senior Lecturer in Robot Vision

Qualifications: PhD, MSc

Email:
Phone: Work: 01483 68 3959
Room no: 29 AB 05

Further information

Publications

Highlights

  • Yan F, Kittler J, Mikolajczyk K, Tahir A. (2012) 'Non-Sparse Multiple Kernel Fisher Discriminant Analysis'. Journal of Machine Learning Research, 13, pp. 549-584.
    [ Status: Accepted ]
  • Cai H, Mikolajczyk K, Matas J. (2011) 'Learning linear discriminant projections for dimensionality reduction of image descriptors'. IEEE Transactions on Pattern Analysis and Machine Intelligence, 33 (2), pp. 338-352.
    doi: 10.1109/TPAMI.2010.89
  • Mikolajczyk K, Uemura H. (2011) 'Action recognition with appearance-motion features and fast search trees'. Computer Vision and Image Understanding, 115 (3), pp. 426-438.
    doi: 10.1016/j.cviu.2010.11.002
  • Kalal Z, Matas J, Mikolajczyk K. (2011) 'Tracking-Learning-Detection'. IEEE IEEE Transactions on Pattern Analysis and Machine Intelligence, PP (99)
    doi: 10.1109/TPAMI.2011.239
  • Yan F, Mikolajczyk K, Barnard M, Cai H, Kittler J. (2010) 'Lp Norm Multiple Kernel Fisher Discriminant Analysis for Object and Image Categorisation'. IEEE Conference on Computer Vision and Pattern Recognition
  • Mikolajczyk K, Kalal Z, Matas J. (2010) 'P-N Learning: Bootstrapping Binary Classifiers by Structural Constraints'. IEEE Conference on Computer Vision and Pattern Recognition
  • Mikolajczyk K, Cai H, Yan F. (2010) 'Learning Weights for Codebook in Image Classification and Retrieval'. IEEE Conference on Computer Vision and Pattern Recognition
  • Yan F, Kittler J, Mikolajczyk K, Tahir A. (2009) 'Non-Sparse Multiple Kernel Learning for Fisher Discriminant Analysis'. Proceedings of The Ninth IEEE International Conference on Data Mining, Miami, USA: ICDM '09, pp. 1064-1069.
    doi: 10.1109/ICDM.2009.84
  • Tahir MA, Kittler J, Mikolajczyk K, Yan F, Van De Sande KEA, Gevers T. (2009) 'Visual category recognition using spectral regression and kernel discriminant analysis'. 2009 IEEE 12th International Conference on Computer Vision Workshops, ICCV Workshops 2009, , pp. 178-185.
  • Tuytelaars T, Mikolajczyk K. (2008) 'Local invariant feature detectors: A survey'. Foundations and Trends in Computer Graphics and Vision, 3 (3), pp. 177-280.
    doi: 10.1561/0600000017

Journal articles

  • Yan F, Kittler J, Mikolajczyk K, Tahir A. (2012) 'Non-Sparse Multiple Kernel Fisher Discriminant Analysis'. Journal of Machine Learning Research, 13, pp. 549-584.
    [ Status: Accepted ]
  • Yan F, Kittler J, Mikolajczyk K, Tahir A. (2011) 'Non-Sparse Multiple Kernel Fisher Discriminant Analysis'. Journal of Machine Learning Research,
  • Kalal Z, Matas J, Mikolajczyk K. (2011) 'Tracking-Learning-Detection'. IEEE IEEE Transactions on Pattern Analysis and Machine Intelligence, PP (99)
    doi: 10.1109/TPAMI.2011.239
  • Cai H, Mikolajczyk K, Matas J. (2011) 'Learning linear discriminant projections for dimensionality reduction of image descriptors'. IEEE Transactions on Pattern Analysis and Machine Intelligence, 33 (2), pp. 338-352.
    doi: 10.1109/TPAMI.2010.89
  • Koniusz P, Mikolajczyk K. (2011) 'Spatial coordinate coding to reduce histogram representations, dominant angle and colour pyramid match'. Proceedings - International Conference on Image Processing, ICIP, , pp. 661-664.
  • Koniusz P, Mikolajczyk K. (2011) 'Soft assignment of visual words as linear coordinate coding and optimisation of its reconstruction error'. Proceedings - International Conference on Image Processing, ICIP, , pp. 2413-2416.
  • Mikolajczyk K, Uemura H. (2011) 'Action recognition with appearance-motion features and fast search trees'. Computer Vision and Image Understanding, 115 (3), pp. 426-438.
    doi: 10.1016/j.cviu.2010.11.002
  • Tahir MA, Yan F, Barnard M, Awais M, Mikolajczyk K, Kittler J. (2010) 'The University of Surrey visual concept detection system at ImageCLEF@ICPR: Working notes'. Springer Lecture Notes in Computer Science: Recognising Patterns in Signals, Speech, Images and Videos, 6388, pp. 162-170.
    doi: 10.1007/978-3-642-17711-8_17
  • Kalal Z, Mikolajczyk K, Matas J. (2010) 'Face-TLD: Tracking-learning-detection applied to faces'. Proceedings - International Conference on Image Processing, ICIP, , pp. 3789-3792.
    doi: 10.1109/ICIP.2010.5653525
  • Tuytelaars T, Mikolajczyk K. (2008) 'Local invariant feature detectors: A survey'. Foundations and Trends in Computer Graphics and Vision, 3 (3), pp. 177-280.
    doi: 10.1561/0600000017
  • Mikolajczyk K, Leibe B, Schiele B. (2006) 'Multiple object class detection with a generative model'. Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1, pp. 26-33.
  • Mikolajczyk K, Tuytelaars T, Schmid C, Zisserman A, Matas J, Schaffalitzky F, Kadir T, van Gool L. (2005) 'A comparison of affine region detectors'. SPRINGER INT J COMPUT VISION, 65 (1-2), pp. 43-72.
    doi: 10.1007/s11263-005-3848-x

Conference papers

  • Awais M, Yan F, Mikolajczyk K, Kittler J. (2011) 'Novel fusion methods for pattern recognition'. Springer Lecture Notes in Computer Science: Proceedings of Machine Learning and Knowledge Discovery in Databases (Part 1), Athens, Greece: ECML PKDD 2011: Machine Learning and Knowledge Discovery in Databases 6911 (PART 1), pp. 140-155.
    doi: 10.1007/978-3-642-23780-5_19
  • Awais M, Yan F, Mikolajczyk K, Kittler J. (2011) 'Two-stage augmented kernel matrix for object recognition'. Springer Lecture Notes in Computer Science: Multiple Classifier Systems, Naples, Italy: MCS 2011: 10th International Workshop on Multiple Classifier Systems 6713, pp. 137-146.
    doi: 10.1007/978-3-642-21557-5_16
  • Yan F, Mikolajczyk K, Kittler J. (2011) 'Multiple kernel learning via distance metric learning for interactive image retrieval'. Springer Lecture Notes in Computer Science: Multiple Classifier Systems, Naples, Italy: MCS 2011: 10th International Workshop on Multiple Classifier Systems 6713, pp. 147-156.
    doi: 10.1007/978-3-642-21557-5_17
  • De Campos T, Barnard M, Mikolajczyk K, Kittler J, Yan F, Christmas W, Windridge D. (2011) 'An evaluation of bags-of-words and spatio-temporal shapes for action recognition'. 2011 IEEE Workshop on Applications of Computer Vision, WACV 2011, , pp. 344-351.
    Full text is available at: http://epubs.surrey.ac.uk/74813/
  • Koniusz P, Mikolajczyk K. (2010) 'On a quest for image descriptors based on unsupervised segmentation maps'. Proceedings of 20th International Conference on Pattern Recognition, Istanbul, Turkey: 2010 20th ICPR, pp. 762-765.
    doi: 10.1109/ICPR.2010.192
  • Awais M, Mikolajczyk K. (2010) 'Feature pairs connected by lines for object recognition'. Proceedings of 20th International Conference on Pattern Recognition, Istanbul, Turkey: 2010 20th ICPR, pp. 3093-3096.
    doi: 10.1109/ICPR.2010.757
  • Tahir A, Yan F, Barnard M, Awais M, Mikolajczyk K, Kittler J. (2010) 'The University of Surrey Visual Concept Detection System at ImageCLEF 2010: Working Notes'. Springer Lecture Notes in Computer Science: Recognizing Patterns in Signals, Speech, Images and Videos: Contest Reports, Istanbul, Turkey: ICPR 2010
    doi: 10.1007/978-3-642-17711-8_17
  • Kalal Z, Mikolajczyk K, Matas J. (2010) 'Forward-backward error: Automatic detection of tracking failures'. Proceedings of 20th International Conference on Pattern Recognition, Istanbul, Turkey: 2010 20th ICPR, pp. 2756-2759.
    doi: 10.1109/ICPR.2010.675
  • Mikolajczyk K, Kalal Z, Matas J. (2010) 'P-N Learning: Bootstrapping Binary Classifiers by Structural Constraints'. IEEE Conference on Computer Vision and Pattern Recognition
  • Yan F, Mikolajczyk K, Kittler J, Tahir MA. (2010) 'Combining Multiple Kernels by Augmenting the Kernel Matrix'. SPRINGER-VERLAG BERLIN MULTIPLE CLASSIFIER SYSTEMS, PROCEEDINGS, Cairo, EGYPT: 9th International Workshop on Multiple Classifier Systems 5997, pp. 175-184.
  • Mikolajczyk K, Cai H, Yan F. (2010) 'Learning Weights for Codebook in Image Classification and Retrieval'. IEEE Conference on Computer Vision and Pattern Recognition
  • Yan F, Mikolajczyk K, Barnard M, Cai H, Kittler J. (2010) 'Lp Norm Multiple Kernel Fisher Discriminant Analysis for Object and Image Categorisation'. IEEE Conference on Computer Vision and Pattern Recognition
  • Tahir MA, Kittler J, Mikolajczyk K, Yan F. (2010) 'Improving Multilabel Classification Performance by Using Ensemble of Multi-label Classifiers'. SPRINGER-VERLAG BERLIN MULTIPLE CLASSIFIER SYSTEMS, PROCEEDINGS, Cairo, EGYPT: 9th International Workshop on Multiple Classifier Systems 5997, pp. 11-21.
  • Yan F, Kittler J, Mikolajczyk K. (2010) 'Multiple Kernel Learning and Feature Space Denoising'. International Conference on Machine Learning and Cybernetics,
  • Schubert F, Schertler K, Mikolajczyk K. (2009) 'A hands-on approach to high-dynamic-range and superresolution fusion'. Proceedings of the Ninth IEEE Computer Society Workshop on Application of Computer Vision, Snowbird, USA: 2009 9th IEEE WAVC
    doi: 10.1109/WACV.2009.5403080
  • Yan F, Kittler J, Mikolajczyk K, Tahir A. (2009) 'Non-Sparse Multiple Kernel Learning for Fisher Discriminant Analysis'. Proceedings of The Ninth IEEE International Conference on Data Mining, Miami, USA: ICDM '09, pp. 1064-1069.
    doi: 10.1109/ICDM.2009.84
  • Tahir MA, Kittler J, Mikolajczyk K, Yan F, Van De Sande KEA, Gevers T. (2009) 'Visual category recognition using spectral regression and kernel discriminant analysis'. 2009 IEEE 12th International Conference on Computer Vision Workshops, ICCV Workshops 2009, , pp. 178-185.
  • Yan F, Mikolajczyk K, Kittler J, Tahir M. (2009) 'A Comparison of l(1) Norm and l(2) Norm Multiple Kernel SVMs in Image and Video Classification'. IEEE CBMI: 2009 INTERNATIONAL WORKSHOP ON CONTENT-BASED MULTIMEDIA INDEXING, Chania, GREECE: International Workshop on Content-Based Multimedia Indexing, pp. 7-12.
  • Tahir MA, Kittler J, Yan F, Mikolajczyk K. (2009) 'Kernel Discriminant Analysis using Triangular Kernel for Semantic Scene Classification'. IEEE CBMI: 2009 INTERNATIONAL WORKSHOP ON CONTENT-BASED MULTIMEDIA INDEXING, Chania, GREECE: International Workshop on Content-Based Multimedia Indexing, pp. 1-6.
  • Tahir MA, Kittler J, Mikolajczyk K, Yan F. (2009) 'A Multiple Expert Approach to the Class Imbalance Problem Using Inverse Random under Sampling'. SPRINGER-VERLAG BERLIN MULTIPLE CLASSIFIER SYSTEMS, PROCEEDINGS, Univ Iceland, Reykjavik, ICELAND: 8th International Workshop on Multiple Classifier Systems 5519, pp. 82-91.
  • Kalal Z, Matas J, Mikolajczyk K. (2009) 'Online learning of robust object detectors during unstable tracking'. 2009 IEEE 12th International Conference on Computer Vision Workshops, Kyoto, Japan: 12th ICCV Worksshops, pp. 1417-1424.
    doi: 10.1109/ICCVW.2009.5457446
  • Mikolajczyk K, Uemura H. (2008) 'Action recognition with motion-appearance vocabulary forest'. IEEE 2008 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-12, Anchorage, AK: IEEE Conference on Computer Vision and Pattern Recognition, pp. 2229-2236.
  • Mikolajczyk K, Matas J. (2007) 'Improving descriptors for fast tree matching by optimal linear projection'. IEEE 2007 IEEE 11TH INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS 1-6, Rio de Janeiro, BRAZIL: 11th IEEE International Conference on Computer Vision, pp. 337-344.