Roland Kwitt

Univ.-Prof. Dipl.-Ing. Dr.

20072021

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  • 2020

    A Shooting Formulation of Deep Learning

    Kwitt, R., Niethammer, M., Wei, S. & Vialard, F-X., 6 Dec 2020, Advances in Neural Information Processing Systems 33 (NeurIPS). 11 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

    Open Access
  • Graph Filtration Learning

    Kwitt, R., Hofer, C., Graf, F., Rieck, B. & Niethammer, M., 12 Jul 2020, Proceedings of Machine Learning Research: Proceedings of the 37th International Conference on Machine Learning. Vol. 119. p. 4314-4323 10 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

    Open Access
  • Topologically Densified Distributions

    Kwitt, R., Hofer, C., Graf, F. & Niethammer, M., 12 Jul 2020, Proceedings of Machine Learning Research: Proceedings of the 37h International Conference on Machine Learning. Vol. 119. p. 4304-4313 10 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

    Open Access
  • 2019

    Connectivity-Optimized Representation Learning via Persistent Homology

    Kwitt, R., Hofer, C., Niethammer, M. & Dixit, M., 2019, Proceedings of Machine Learning Research: Proceedings of the 36th International Conference on Machine Learning. Vol. 97. p. 2751-2760 9 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

    Open Access
  • Metric Learning for Image Registration

    Kwitt, R., Niethammer, M. & Vialard, F-X., 2019, Proceedings of the 32nd IEEE/CVF Conference on Computer Vision and Pattern Recognition . IEEE Computer Society, p. 8463-8472 9 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Patient-specific registration of pre-operative and post-recurrence brain tumor MRI scans

    Han, X., Bakas, S., Kwitt, R., Aylward, S., Akbari, H., Bilello, M., Davatzikos, C. & Niethammer, M., 1 Jan 2019, Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries - 4th International Workshop, BrainLes 2018, Held in Conjunction with MICCAI 2018, Revised Selected Papers. Reyes, M., Bakas, S., van Walsum, T., Crimi, A., Keyvan, F. & Kuijf, H. (eds.). Springer Verlag, p. 105-114 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11383 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • 2018

    Feature Space Transfer for Data Augmentation

    Liu, B., Wang, X., Dixit, M., Kwitt, R. & Vasconcelos, N., 14 Dec 2018, Proceedings of the 31st IEEE/CVF Conference on Computer Vision and Pattern Recognition. IEEE Computer Society, p. 9090-9098 9 p. 8579045

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Scoliosis screening and monitoring using self contained ultrasound and neural networks

    Greer, H., Gerber, S., Niethammer, M., Kwitt, R., McCormick, M., Chittajallu, D., Siekierski, N., Oetgen, M., Cleary, K. & Aylward, S., 23 May 2018, 2018 IEEE 15th International Symposium on Biomedical Imaging, ISBI 2018. IEEE Computer Society, p. 1500-1503 4 p. (Proceedings - International Symposium on Biomedical Imaging; vol. 2018-April).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • 2017

    AGA: Attribute-guided augmentation

    Dixit, M., Kwitt, R., Niethammer, M. & Vasconcelos, N., 6 Nov 2017, Proceedings of the 30th IEEE/CVF Conference on Computer Vision and Pattern Recognition. IEEE Computer Society, Vol. 2017-January. p. 3328-3336 9 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Constructing shape spaces from a topological perspective

    Hofer, C., Kwitt, R., Niethammer, M., Höller, Y., Trinka, E. & Uhl, A., 1 Jan 2017, Information Processing in Medical Imaging - 25th International Conference, IPMI 2017, Proceedings. Zhu, H., Niethammer, M., Styner, M., Zhu, H., Shen, D., Yap, P-T., Aylward, S. & Oguz, I. (eds.). Springer Verlag, p. 106-108 3 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10265 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Deep learning with topological signatures

    Kwitt, R., Hofer, C., Uhl, A. & Niethammer, M., 2017, Advances in Neural Information Processing Systems 30 (NIPS). p. 1633–1643 11 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Domain Adaptation for CNN Based Iris Segmentation

    Jalilian, E., Uhl, A. & Kwitt, R., 2017, Proceedings of the IEEE 16th International Conference of the Biometrics Special Interest Group (BIOSIG 2017). Darmstadt, Germany, p. 51-60 10 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

    Open Access
  • Efficient registration of pathological images: A joint PCA/image-reconstruction approach

    Han, X., Yang, X., Aylward, S., Kwitt, R. & Niethammer, M., 15 Jun 2017, 2017 IEEE 14th International Symposium on Biomedical Imaging, ISBI 2017. IEEE Computer Society, p. 10-14 5 p. 7950456. (Proceedings - International Symposium on Biomedical Imaging).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Evaluation of i-Scan virtual chromoendoscopy and traditional chromoendoscopy for the automated diagnosis of colonic polyps

    Wimmer, G., Gadermayr, M., Kwitt, R., Häfner, M., Merhof, D. & Uhl, A., 1 Jan 2017, Computer-Assisted and Robotic Endoscopy - 3rd International Workshop, CARE 2016 Held in Conjunction with MICCAI 2016, Revised Selected Papers. Yang, G-Z., Navab, N., McLeod, J., Peters, T., Mori, K., Luo, X. & Reichl, T. (eds.). Springer Verlag, p. 59-71 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10170 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Fast predictive multimodal image registration

    Yang, X., Kwitt, R., Styner, M. & Niethammer, M., 15 Jun 2017, 2017 IEEE 14th International Symposium on Biomedical Imaging, ISBI 2017. IEEE Computer Society, p. 858-862 5 p. 7950652. (Proceedings - International Symposium on Biomedical Imaging).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Regression uncertainty on the Grassmannian

    Hong, Y., Yang, X., Kwitt, R., Styner, M. & Niethammer, M., 2017, Proceedings of Machine Learning Research: Proceedings of the 20th International Conference on Artificial Intelligence and Statistics,. Vol. 54. p. 785-793

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Simple domain adaptation for cross-dataset analyses of brain MRI data

    Hofer, C., Kwitt, R., Holler, Y., Trinka, E. & Uhl, A., 15 Jun 2017, 2017 IEEE 14th International Symposium on Biomedical Imaging, ISBI 2017. IEEE Computer Society, p. 441-445 5 p. 7950556. (Proceedings - International Symposium on Biomedical Imaging).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • 2016

    Fast Predictive Image Registration

    Yang, X., Kwitt, R. & Niethammer, M., 2016, Proceedings of the International Workshop on Deep Learning and Data Labeling for Medical Applications (DLMIA). Springer Verlag, p. 48-57 10 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Narrow Band Imaging Versus WhiteLight: What is best for Computer-Assisted Diagnosis of Celiac Disease?

    Gadermayr, M., Hegenbart, S., Kwitt, R., Uhl, A. & Vecsei, A., 2016, Proceedings of the IEEE International Symposium on Biomedical Imaging (ISBI). p. 355-359 4 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • One-shot learning of scene locations via feature trajectory transfer

    Kwitt, R., Hegenbart, S. & Niethammer, M., 9 Dec 2016, Proceedings of the 29th IEEE/CVF Conference on Computer Vision and Pattern Recognition. IEEE Computer Society, p. 78-86 9 p. 7780385

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Registration of Pathological Images

    Han, X., Park, E., Aylward, S., Kwitt, R. & Niethammer, M., 2016, Proceedings of the International Workshop on Simulation and Synthesis in Medical Imaging (SASHIMI). Springer Verlag, p. 97-107 11 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Ultrasound Spectroscopy

    Aylward, S. R., McCormick, M., Kang, H. J., Razzaque, S., Kwitt, R. & Niethammer, M., 2016, Proceedings of the IEEE International Symposium on Biomedical Imaging (ISBI). p. 1013-1016 4 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • 2015

    A Stable Multi-Scale Kernel for Topological Machine Learning

    Reininghaus, J., Huber, S., Bauer, U. & Kwitt, R., 14 Oct 2015, IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2015. IEEE Computer Society, Vol. 07-12-June-2015. p. 4741-4748 9 p. 7299106

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Group Testing for Longitudinal Data

    Hong, Y., Singh, N., Kwitt, R. & Niethammer, M., 2015, Information Processing in Medical Imaging (IPMI). Springer Verlag, p. 139-151 13 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Model criticism for regression on the Grassmannian

    Hong, Y., Kwitt, R. & Niethammer, M., 1 Jan 2015, Medical Image Computing and Computer-Assisted Intervention – MICCAI 2015 - 18th International Conference, Proceedings. Frangi, A. F., Navab, N., Hornegger, J. & Wells, W. M. (eds.). Springer Verlag, p. 727-734 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9351).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Statistical Topological Data Analysis - A Kernel Perspective

    Kwitt, R., Huber, S., Niethammer, M., Lin, W. & Bauer, U., 2015, Advances in Neural Information Processing Systems (NIPS). Curran Associates, Inc., Vol. 28. p. 3052-3060 9 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • 2014

    Do we Need Annotation Experts? A Case Study in Celiac Disease Classification

    Kwitt, R., Hegenbart, S., Rasiwasia, N., Vécsei, A. & Uhl, A., 2014, Proceedings of the International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Do we Need Annotation Experts? A Study in Celiac Disease Classification

    Kwitt, R., Hegenbart, S., Rasiwasia, N., Vecsei, A. & Uhl, A., 2014, Medical Image Computing and Computer Assisted Intervention (MICCAI). Springer Verlag, p. 454-461 8 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Geodesic regression on the Grassmannian

    Hong, Y., Kwitt, R., Singh, N., Davis, B., Vasconcelos, N. & Niethammer, M., 1 Jan 2014, Computer Vision, ECCV 2014 - 13th European Conference, Proceedings. PART 2 ed. Springer Verlag, p. 632-646 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8690 LNCS, no. PART 2).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Geodesic Regression on the Grassmannian

    Hong, Y., Kwitt, R., Vasconcelos, N. & Niethammer, M., 2014, European Conference on Computer Vision (ECCV). Springer Verlag, p. 632-646 14 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Low-Rank to the Rescue: Atlas-based Analyses in the Presence of Pathologies

    Liu, X., Niethammer, M., Kwitt, R., McCormick, M. & Aylward, S., 2014, Medical Image Computing and Computer Assisted Intervention (MICCAI). Springer Verlag, p. 97-104 8 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Time-warped Geodesic Regression

    Hong, Y., Singh, N., Kwitt, R. & Niethammer, M., 2014, Medical Image Computing and Computer Assisted Intervention (MICCAI). Springer Verlag, p. 105-112 8 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Variability sensitivity of dynamic texture based recognition in clinical CT data

    Kwitt, R., Razzaque, S., Lowell, J. & Aylward, S., 1 Jan 2014, Medical Imaging 2014: Image Processing. SPIE, 903420. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 9034).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • 2013

    Studying cerebral vasculature using structure proximity and graph kernels

    Kwitt, R., Pace, D., Niethammer, M. & Aylward, S., 24 Oct 2013, Medical Image Computing and Computer-Assisted Intervention, MICCAI 2013 - 16th International Conference, Proceedings. PART 2 ed. p. 534-541 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8150 LNCS, no. PART 2).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Weighted functional boxplot with application to statistical atlas construction

    Hong, Y., Davis, B., Marron, J. S., Kwitt, R. & Niethammer, M., 24 Oct 2013, Medical Image Computing and Computer-Assisted Intervention, MICCAI 2013 - 16th International Conference, Proceedings. PART 3 ed. p. 584-591 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8151 LNCS, no. PART 3).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • 2012

    PCL and ParaView - Connecting the dots

    Marion, P., Kwitt, R., Davis, B. & Gschwandtner, M., 20 Aug 2012, 2012 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2012. p. 80-85 6 p. 6238918. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Recognition in ultrasound videos: Where am i?

    Kwitt, R., Vasconcelos, N., Razzaque, S. & Aylward, S., 1 Jan 2012, Medical Image Computing and Computer-Assisted Intervention, MICCAI2012 - 15th International Conference, Proceedings. Golland, P., Ayache, N., Delingette, H. & Mori, K. (eds.). Springer Verlag, p. 83-90 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7512 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Scene recognition on the semantic manifold

    Kwitt, R., Vasconcelos, N. & Rasiwasia, N., 30 Oct 2012, Computer Vision, ECCV 2012 - 12th European Conference on Computer Vision, Proceedings. PART 4 ed. p. 359-372 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7575 LNCS, no. PART 4).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • 2011

    Infrared camera calibration for dense depth map construction

    Gschwandtner, M., Kwitt, R., Uhl, A. & Pree, W., 1 Aug 2011, 2011 IEEE Intelligent Vehicles Symposium, IV'11. p. 857-862 6 p. 5940515. (IEEE Intelligent Vehicles Symposium, Proceedings).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Learning Pit Pattern Concepts for Gastroenterological Training

    Kwitt, R., Rasiwasia, N., Vasconcelos, N., Uhl, A., Häfner, M. & Wrba, F., 11 Oct 2011, International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI). PART 3 ed. Springer Verlag, p. 280-287 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6893 LNCS, no. PART 3).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

    Open Access
  • Testing a multivariate model for wavelet coefficients

    Kwitt, R., Meerwald, P., Uhl, A. & Verdoolaege, G., 1 Dec 2011, ICIP 2011: 2011 18th IEEE International Conference on Image Processing. p. 1277-1280 4 p. 6115667. (Proceedings - International Conference on Image Processing, ICIP).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • 2010

    Predicting the Histology of Colorectal Lesions in a Probabilistic Framework

    Kwitt, R., Uhl, A., Häfner, M., Gangl, A., Wrba, F. & Vecsei, A., 2010, International Workshop on Mathematical Methods in Biomedical Image Analysis (MMBIA). IEEE, p. 103-110 8 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Watermarking of 2D vector graphics with distortion constraint

    Huber, S., Kwitt, R., Meerwald, P., Held, M. & Uhl, A., 22 Nov 2010, 2010 IEEE International Conference on Multimedia and Expo, ICME 2010. p. 480-485 6 p. 5583049. (2010 IEEE International Conference on Multimedia and Expo, ICME 2010).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • 2009

    Blind DT-CWT domain additive spread-spectrum watermark detection

    Kwitt, R., Meerwald, P. & Uhl, A., 20 Nov 2009, DSP 2009:16th International Conference on Digital Signal Processing, Proceedings. 5201255. (DSP 2009: 16th International Conference on Digital Signal Processing, Proceedings).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Color-image watermarking using multivariate power-exponential distribution

    Kwitt, R., Meerwald, P. & Uhl, A., 1 Jan 2009, 2009 IEEE International Conference on Image Processing, ICIP 2009 - Proceedings. IEEE Computer Society, p. 4245-4248 4 p. 5413715. (Proceedings - International Conference on Image Processing, ICIP).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Efficient detection of additive watermarking in the DWT Domain

    Kwitt, R., Meerwald-Stadler, P. & Uhl, A., 2009, Proceedings of the 17th European Signal Processing Conference. p. 2072-2076 4 p.

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Impact of duodenal image capturing techniques and duodenal regions on the performance of automated diagnosis of celiac disease

    Hegenbart, S., Kwitt, R., Liedlgruber, M., Uhl, A. & Vécsei, A., 30 Nov 2009, ISPA 2009 - Proceedings of the 6th International Symposium on Image and Signal Processing and Analysis. p. 718-723 6 p. 5297637. (ISPA 2009 - Proceedings of the 6th International Symposium on Image and Signal Processing and Analysis).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • 2008

    A lightweight Rao-Cauchy detector for additive watermarking in the DWT-domain

    Kwitt, R., Meerwald, P. & Uhl, A., 1 Dec 2008, MM and Sec'08: Proceedings of the 10th ACM Workshop on Multimedia and Security. ACM Press, p. 33-41 9 p. (MM and Sec'08: Proceedings of the 10th ACM Workshop on Multimedia and Security).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Color eigen-subband features for endoscopy-image classification

    Kwitt, R. & Uhl, A., 16 Sep 2008, 2008 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP. p. 589-592 4 p. 4517678. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review

  • Color wavelet cross co-occurrence matrices for endoscopy image classification

    Kwitt, R. & Uhl, A., 5 Sep 2008, 2008 3rd International Symposium on Communications, Control, and Signal Processing, ISCCSP2008. p. 715-718 4 p. 4537316. (2008 3rd International Symposium on Communications, Control, and Signal Processing, ISCCSP 2008).

    Research output: Chapter in Book/Report/Conference proceeding/Legal commentaryConference contributionResearchpeer-review