Computational Imaging Research Lab | Publications

Publications

2024

• Watzenboeck, Martin L., Lucian Beer, Daria Kifjak, Sebastian Röhrich, Benedikt H. Heidinger, Florian Prayer, Ruxandra-Iulia Milos, et al. 2024. “Contrast Agent Dynamics Determine Radiomics Profiles in Oncologic Imaging.” Cancers 16 (8): 1519. 

• Simon L.F. Walsh, Jan De Backer, Helmut Prosch, Georg Langs, Lucio Calandriello, Vincent Cottin, Kevin K. Brown, Yoshikazu Inoue, Vasilios Tzilas, Elizabeth Estes on behalf of the Open Source Imaging Consortium (OSIC). Towards the adoption of quantitative computed tomography in the management of interstitial lung disease. in European Respiratory Review 2024 33: 230055

• "Georg Langs - invited review report ""Artificial Intelligence in Medical Imaging is a Tool for Clinical Routine and Scientific Discovery"" proceedings of ATT in Sem. Arth. Rheum.

• Stanislav Motyka, Paul Weiser, Beata Bachrata, Lukas Hingerl, Bernhard Strasser, Gilbert Hangel, Eva Niess, Fabian Niess, Maxim Zaitsev, Simon Daniel Robinson, Georg Langs, Siegfried Trattnig, Wolfgang Bogner (2024). Predicting dynamic, motion‐related changes in B 0 field in the brain at a 7T MRI using a subject‐specific fine‐trained U‐net. Magnetic Resonance in Medicine.

• D. Sobotka, A. Herold, M. Perkonigg, L. Beer, N. Bastati, A. Sablatnig, A. Ba-Ssalamah, G. Langs, Improving Vessel Segmentation with Multi-Task Learning and Auxiliary Data

• Seeböck, P., Orlando, J. I., Michl, M., Mai, J., Erfurth, U. S., & Bogunović, H. (2024). Anomaly guided segmentation: Introducing semantic context for lesion segmentation in retinal OCT using weak context supervision from anomaly detection. Medical Image Analysis, 103104.

• S. Gutwein, M. Kampel, S. Taschner – Mandl, R. Licandro, GENUINE: Genomic and Nucleus Information Embedding for Single Cell Genetic Alteration Classification in Microscopic Images

• K. Payette, C. Steger, R. Licandro, P. de Dumast, H. Bran Li, M. Barkovich, L. Li, M. Dannecker, C. Chen, C. Ouyang, N. McConnell, A. Miron, Y. Li, A. Uus, I. Grigorescu, P. Ramirez Gilliland, Md. M. R. Siddiquee, D. Xu, A. Myronenko, H. Wang, Z. Huang, J. Ye, M. Alenyà, V. Comte, O. Camara, J.-B. Masson, A. Nilsson, C. Godard, M. Mazher, A. Qayyum, Y. Gao, H. Zhou, S. Gao, J. Fu, G.Dong, G. Wang, Z.H. Rieu, H.S. Yang, M. Lee, S. Płotka, M. K. Grzeszczyk, A. Sitek, L. Vargas Daza, S. Usma, P. Arbelaez, W. Lu, W. Zhang, J. Liang, R. Valabregue, A. A. Joshi, K. N. Nayak, R.M. Leahy, L. Wilhelmi, A. Dändliker, H. Ji, A. Gennari, A. Jakovčić, M. Klaić, A. Adžić, P. Marković, G. Grabarić, G. Kasprian, G. Dovjak, M. Rados, L. Vasung, M. Bach Cuadra, A. Jakab, Mulit-Center Generalizable Fetal Brain Tissue Annotation (FeTA) Challenge 2022 Results

• S. Gutwein, M. Kampel, S. Taschner-Mandl, R. Licandro, GENUINE: Genomic and Nucleus Information Embedding for Single Cell Genetic Alteration Classification in Microscopic Images, Proceedings of ICPRAM 2024, Rome (Italy), February 2024.

2023

• D. Kifjak, M. Hochmair, D. Sobotka, A. Haug, R. Ambros, F. Prayer, B. Heidinger, S. Roehrich, R.-I. Milos, W. Wadsak, T. Fuereder, D. Krenbek, A. Fazekas, M. Meilinger, M. Mayerhoefer, G. Langs, C. Herold, H. Prosch, L. Beer, Metabolic tumor volume and sites of organ involvement predict outcome in NSCLC immune-checkpoint inhibitor therapy. in European Journal of Radiology (in press)
• Karl-Heinz Nenning, Johanna Gesperger, Julia Furtner, Amelie Nemc, Thomas Roetzer-Pejrimovsky, Seung-Won Choi, Christian Mitter, Stefan L Leber, Johannes Hofmanninger, Johanna Klughammer, Bekir Erguener, Marlies Bauer, Martina Brada, Kyuha Chong, Tanisa Brandner-Kokalj, Christian F Freyschlag, Astrid Grams, Johannes Haybaeck, Selma Hoenigschnabl, Markus Hoffermann, Sarah Iglseder, Barbara Kiesel, Melitta Kitzwoegerer, Waltraud Kleindienst, Franz Marhold, Patrizia Moser, Stefan Oberndorfer, Daniel Pinggera, Florian Scheichel, Camillo Sherif, Guenther Stockhammer, Martin Stultschnig, Claudius Thomé, Johannes Trenkler, Tadeja Urbanic-Purkart, Serge Weis, Georg Widhalm, Franz Wuertz, Matthias Preusser, Bernhard Baumann, Ingrid Simonitsch-Klupp, Do-Hyun Nam, Christoph Bock, Georg Langs, Adelheid Woehrer, Radiomic features define risk and are linked to DNA methylation attributes in primary CNS lymphoma. Neuro-Oncology Advances, 2023;, (in press 2023)
• Lam, S., Bai, C., Baldwin, D. R., Chen, Y., Connolly, C., de Koning, H., ... & Field, J. (2023). Current and Future Perspectives on Computed Tomography Screening for Lung Cancer: A Roadmap From 2023 to 2027 From the International Association for the Study of Lung Cancer. Journal of Thoracic Oncology.
• Bastati, N., Perkonigg, M., Sobotka, D., Poetter-Lang, S., Fragner, R., Beer, A., ... & Langs, G. (2023). Correlation of histologic, imaging, and artificial intelligence features in NAFLD patients, derived from Gd-EOB-DTPA-enhanced MRI: a proof-of-concept study. European Radiology, 1-15.
• Langs, G. (2023). Innovations in Deep Learning to Predict Individual Risk and Treatment Outcome. Radiology, 307(5), e231116.
• S. Gutwein, S. Taschner-Mandl, M.Kampel, R. Licandro, GENUINE: Genomic and Nucleus Information Embedding for Single Cell Genetic Alteration Classification in Microscopic Images, Workshop of the Austrian Assoziation of Pattern Recognition, September 2023.
• Kocak, B., Chepelev, L. L., Chu, L. C., Cuocolo, R., Kelly, B. S., Seeböck, P., ... & Pinto dos Santos, D. (2023). Assessment of RadiomIcS rEsearch (ARISE): a brief guide for authors, reviewers, and readers from the Scientific Editorial Board of European Radiology. European Radiology, 1-5.
• Stuempflen, M., Taymourtash, A., Kienast, P., Schmidbauer, V.U., Schwartz, E., Mitter, C., Binder, J., Prayer, D., Kasprian, G., (2023). The ganglionic eminence: volumetric assessment of transient brain structure utilizing fetal magnetic resonance imaging. Ultrasound in Obstetrics & Gynecology, 62(3), pp.405-413.
• Burger B, Bernathova M, Helbich T, Singer C F, Langs G: Deep learning for predicting future lesion emergence in high-risk breast MRI screening: a feasibility study, European Radiology Experimental 7, 32, (2023)
• Langs, G. 2023 Innovations in Deep Learning to Predict Individual Risk and Treatment Outcome. Radiology,  307:5 
• Schwartz, E., Nenning, K.H., Heuer, K., Jeffery, N., Bertrand, O.C., Toro, R., Kasprian, G., Prayer, D. and Langs, G., 2023. Evolution of cortical geometry and its link to function, behaviour and ecology. Nature Communications, 14(1), p.2252.
• Payette, K., Li, H., de Dumast, P., Licandro, R., Ji, H., Siddiquee, M.M.R., Xu, D., Myronenko, A., Liu, H., Pei, Y. and Wang, L., 2023. Fetal brain tissue annotation and segmentation challenge results. Medical Image Analysis, p.102833.
• Stuempflen, M., Schwartz, E., Diogo, M. C., Glatter, S., Pfeiler, B., Kienast, P., ... & Kasprian, G. (2023). Fetal MRI based brain atlas analysis detects initial in utero effects of prenatal alcohol exposure. Cerebral Cortex, bhad005.
• Athena Taymourtash, Ernst Schwartz, Karl-Heinz Nenning, Daniel Sobotka, Roxane Licandro, Sarah Glatter, Mariana Cardoso Diogo, Polina Golland, Ellen Grant, Daniela Prayer, Gregor Kasprian, Georg Langs, Fetal development of functional thalamocortical and cortico–cortical connectivity, Cerebral Cortex, 2023; bhac446
• Pan, J., Hofmanninger, J., Nenning, K.H., Prayer, F., Röhrich, S., Sverzellati, N., Poletti, V., Tomassetti, S., Weber, M., Prosch, H. and Langs, G., 2023. Unsupervised machine learning identifies predictive progression markers of IPF. European Radiology, 33(2), pp.925-935.
• Röhrich, S., Heidinger, B.H., Prayer, F., Weber, M., Krenn, M., Zhang, R., Sufana, J., Scheithe, J., Kanbur, I., Korajac, A. and Pötsch, N., Raudner M., Al-Mukhtar A., Fueger B., Milos R.I., Scharitzer M., Langs G. & Prosch H. 2023. Impact of a content-based image retrieval system on the interpretation of chest CTs of patients with diffuse parenchymal lung disease. European Radiology, 33(1), pp.360-367.
• Lisa Bartha-Doering, Kathrin Kollndorfer, Ernst Schwartz, Florian Ph.S. Fischmeister, Georg Langs, Michael Weber, Sonja Lackner-Schmelz, Patric Kienast, Marlene Stümpflen, Athena Taymourtash, Sophie Mandl, Johanna Alexopoulos, Daniela Prayer, Rainer Seidl & Gregor Kasprian. Fetal temporal sulcus depth asymmetry has prognostic value for language development. Commun Biol 6, 109 (2023). https://doi.org/10.1038/s42003-023-04503-z

2022

• A. Lichtenegger, J. Tamaoki, R. Licandro, T. Mori, P. Mukherjee, L. Bian, S. Makita, S. Matsusaka, M. Kobayashi, B. Baumann, Y. Yasuno, Longitudinal investigation of xenograft tumor zebrafish model using polarization-sensitive optical coherence tomography, Scientific Reports, August 2022.
• Fürböck, C., Perkonigg, M., Helbich, T., Pinker, K., Romeo, V. and Langs, G., 2022, September. Identifying Phenotypic Concepts Discriminating Molecular Breast Cancer Sub-Types. In Medical Image Computing and Computer Assisted Intervention–MICCAI 2022: 25th International Conference, Singapore, September 18–22, 2022, Proceedings, Part VII(pp. 276-286).
• K. A. Vaughn, T. Arichi, E. A. M. C. Camacho, M. Dapretto, A. Ford, A. Graham, C Gregg, C. L. Hendrix, B. Howell, M. Korom, H. Lajous, R. Licandro, K. Skak Madsen, A. G. Manessis, M. G. McDowell, O. Miranda-Dominguez, L. N. Mooney, J. Moser, S. Nolvi, K. Payette, A. Pollatou, D. Scheinost, R. F. Schwarzlose, S. J. Short, M. Spann, H. Taha, J. J. Tuulari, N. van Haren, K. A. Vaughn, C.F. Weber, L. Zollei, An opportunity to increase collaborative science in fetal, infant, and toddler neuroimaging, Biological Psychiatry, 2022, ISSN 0006-3223  
• Sobotka, D., Ebner, M., Schwartz, E., Nenning, K. H., Taymourtash, A., Vercauteren, T., Ourselin, S., Kasprian, G., Prayer, D., Langs, G., & Licandro, R. (2022). Motion Correction and Volumetric Reconstruction for Fetal Functional Magnetic Resonance Imaging Data. NeuroImage, 119213.
• A. Bitencourt, M. Iima, G. Langs, K. Pinker. (2022) Editorial: Impact of Breast MRI on Breast Cancer Treatment and Prognosis. Frontiers Oncology
• Burger, B., Nenning, K. H., Schwartz, E., Margulies, D. S., Goulas, A., Liu, H., Neubauer, S., Dauwels, J., Prayer, D., & Langs, G. (2022). Disentangling cortical functional connectivity strength and topography reveals divergent roles of genes and environment. NeuroImage, 247, 118770.
• Roetzer-Pejrimovsky, T., Moser, AC., Atli, B. et al. The Digital Brain Tumour Atlas, an open histopathology resource. Sci Data 9, 55 (2022). 
• A. Pollatou and C. A. Filippi, E. Ayding, K. Vaughn, D. Thompson, M. Korom, A. J. Dufford, B. Howell, L. Zöllei, A. Di Martino, A. Graham, E. Robinson, ..., R. Licandro, ..., D. Scheinost, M. Spann, An ode to Fetal, Infant, and Toddler Neuroimaging: Chronicling early clinical to research applications with MRI, and an introduction to a society connecting field, Journal Developmental Cognitive Neuroscience, February 2022.
• Korom M., Camacho C., Filippi C.A., Licandro R., Moore L., Dufford A., Zöllei L., Graham A., Spann M., Howell B., FIT'NG, Shultz S., Scheinost D., "Dear Reviewers: Response to Common Reviewer Critiques about Infant Neuroimaging Studies", Journal Developmental Cognitive Neuroscience, February 2022. https://doi.org/10.1016/j.dcn.2021.101055

2021

• Perkonigg, M., Hofmanninger, J., Herold, C. J., Brink, J. A., Pianykh, O., Prosch, H., & Langs, G. (2021). Dynamic memory to alleviate catastrophic forgetting in continual learning with medical imaging. Nature Communications, 12(1), 1-12. (open access)
• Lichtenegger R., Salas M., Sing A., Duelk M., Licandro R., Gesperger J., Baumann B., Drexler W., Leitgeb R., "Reconstruction of Optical Coherence Tomography Images Retrieved from Discontinuous Spectral Data using Conditional Generative Adversarial Network", Journal Biomedical Optics Express, 2021.
• Holzer, G., Hobusch, G., Hansen, S., Fischer, L. and Patsch, J.M., 2021. Is There an Association Between Bone Microarchitecture and Fracture in Patients who were Treated for High-grade Osteosarcoma? A Controlled Study at Long-term Follow-up Using High-resolution Peripheral Quantitative CT. Clinical Orthopaedics and Related Research, pp.10-1097.
• Fidon, F.,  Aertsen, M.,  Mufti, N.,  Deprest, T.,  Emam, D.,  Guffens, F.,  Schwartz, E.,  Ebner, M.,  Prayer, D.,  Kasprian, G.,  David, A.,  Melbourne, A.,  Ourselin,  S.,  Deprest, J.,  Langs, G.,  Vercauteren, T. Distributionally Robust Segmentation of Abnormal Fetal Brain 3D MRI. in Proc of PIPPI 2021
• Röhrich, S., Hofmanninger, J., Negrin, L., Langs, G. and Prosch, H., 2021. Radiomics score predicts acute respiratory distress syndrome based on the initial CT scan after trauma. European Radiology, pp.1-11.
• Schwartz, E., Diogo, M.C., Glatter, S., Seidl, R., Brugger, P.C., Gruber, G.M., Kiss, H., Nenning, K.H., IRC5 consortium, Langs, G. and Prayer, D., 2021. The Prenatal Morphomechanic Impact of Agenesis of the Corpus Callosum on Human Brain Structure and Asymmetry. Cerebral Cortex, 31(9), pp.4024-4037.
• Nenning, K.H., Fösleitner, O., Schwartz, E., Schwarz, M., Schmidbauer, V., Geisl, G., Widmann, C., Pirker, S., Baumgartner, C., Prayer, D., Pataraia, E., Bartha-Doering, L., Langs, G., Kasprian, G., Bonellig, S. 2021. The impact of hippocampal impairment on task-positive and task-negative language networks in temporal lobe epilepsy. Clinical Neurophysiology, 132(2), pp.404-411.
• Kienast, P., Schwartz, E., Diogo, M. C., Gruber, G. M., Brugger, P. C., Kiss, H., Ulm, B., Bartha-Doering, L., Seidl, R., Weber, M. and Langs, G. & Kasprian, G. (2021). The Prenatal Origins of Human Brain Asymmetry: Lessons Learned from a Cohort of Fetuses with Body Lateralization Defects. Cerebral Cortex.
• Sipiran I., Lazlo P., Lopez C., Jimenez M., Bagewad N., Bustos B., Dao H., Gangisetty S. Hanik M., Ho-Thi N.-P., Jarnikov D., Labrada A., Lengauer S., Licandro R., Nguyen D.-H., Ngyen-Ho T.-L., Perez-Rey L.A., Pham M.-K., Preiner R., Schreck T., Trinh Q.H., Tonnaer L., von Tycowicz C., Vu-Le T.A., "SHREC 2021: Retrieval of Cultural Objects", Journal of Computer & Graphics,  July 2021.
• Nenning KH, Fösleitner O, Schwartz E, Schwarz M, Schmidbauer V, Geisl G, Widmann C, Pirker S, Baumgartner C, Prayer D, Pataraia E. Bartha-Doering L., Langs G., Kasprianc G., Bonelli S. The impact of hippocampal impairment on task-positive and task-negative language networks in temporal lobe epilepsy. Clinical Neurophysiology. 2021 Feb 1;132(2):404-11.
• Bartha-Doering, L., Schwartz, E., Kollndorfer, K., Fischmeister, F. P. S., Novak, A., Langs, G., Werneck H., Prayer D., Seidl R. & Kasprian, G. (2021). Effect of corpus callosum agenesis on the language network in children and adolescents. Brain Structure and Function, 1-13.
• Furtner J., Nenning KH., Roetzer T., Gesperger J., Seebrecht L., Weber M., Grams A., Leber S., Marhold F., Sherif C., Trenkler J., Kiesel B., Widhalm G., Asenbaum U., Woitek R., Berghoff A., Prayer D., Langs G., Preusser M. & Wöhrer A. 2021. Evaluation of the Temporal Muscle Thickness as an Independent Prognostic Biomarker in Patients with Primary Central Nervous System Lymphoma. Cancers, 13(3), p.566.
• Remi Gau, Stephanie Noble, Katja Heuer, Katherine Bottenhorn, Isil Poyraz Bilgin, Yu-Fang Yang, Julia Huntenburg, Johanna Margarete Marianne Bayer, Richard Bethlehem, Shawn A Rhoads, Christoph Vogelbacher, Valentina Borghesani, Elizabeth Levitis, Hao-Ting Wang, Sofie Van Den Bossche, Xenia Kobeleva, Jon Haitz Legarreta Gorroño, Samuel Guay, Melvin Selim ATAY, Gael P Varoquaux, Dorien Huijser, Malin Sandström, Peer Herholz, Samuel A Nastase, AmanPreet Badhwar, Guillaume Dumas, Simon Schwab, Stefano Moia, Michael Dayan, Yasmine Bassil, Paula P Brooks, Matteo Mancini, James Shine, David O'Connor, Xihe Xie, Davide Poggiali, Patrick Friedrich, Lydia Riedl, Roberto Toro, Anibal Solon Heinsfeld, César Caballero-Gaudes, Anders Eklund, Kelly Garner, Christopher Nolan, Damion Demeter, Fernando Alejandro Barrios, Junaid Salim Merchant, Elizabeth A McDevitt, Robert Oostenveld, Cameron Craddock, Ariel Rokem, Andrew Doyle, Nathalia Bianchini Esper, Satrajit Ghosh, Georg Langs, Aki Nikolaidis, Olivia Stanley, Eneko Uruñuela, Aurina Arnatkeviciute, Jakub Vohryzek, Austin R Benn, Pierre Bellec, Saskia Bollmann, Steffen Bollmann, Claire Bradley, Augusto Buchweitz, Micaela Chan, Bramsh Q Chandio, Sidhant Chopra, Ai Wern Chung, Thomas Close, Giorgia Cona, R Todd Constable, Fabrizio De Vico Fallani, Erin Dickie, Eugene Duff, Elizabeth DuPre, Lena Dorfschmidt, Oscar Esteban, Shreyas Fadnavis, Stephanie J Forkel, Alexandre Franco, Saampras Ganesan, Eleftherios Garyfallidis, José C García Alanis, Geetika Gupta, Thomas S Hartmann, Stephan Heunis, Felix Hoffstaedter, Horea-Ioan Ioanas, Jason Kai, Agah Karakuzu, Anisha Keshavan, Greg Kiar, Chris Klink, Serge Koudoro, Angie Laird, Roxane Licandro, Sook-Lei Liew, Tomislav Lipic, Daniel Lurie, Christopher Madan, Lea-Theresa Mais, Sina Mansour, JP Manzano-Patron, Matheus Marcon, Dimitra Maoutsa, Daniel S Margulies, Camille MAUMET, Felipe Meneguzzi, Kate Mills, Davide Momi, Clara A Moreau, Aysha Motala, Iska Moxon-Emre, Thomas Nichols, Gustav Nilsonne, Lindsay D Oliver, Edwina R Orchard, Patrick Park, Cyril Pernet, Rudolph Pienaar, Jean-Baptiste Poline, Anqi Qiu, Tiago Quendera, Laura Rice, Mathias Scharinger, Thomas Shaw, Nikoloz Sirmpilatze, Julia Sprenger, Andrija Stajduhar, Sylvain Takerkart, Angela Tam, Link Tejavibulya, Michel Thiebaut, Ina Thome, Laura Tomaz da Silva, Nicolas Traut, Lucina Uddin, Antonino Vallesi, John VanMeter, Matteo Visconti di Oleggio Castello, Jakša Vukojević, Kirstie Whitaker, Steve Wideman, Suzanne Witt, Chao-Gan Yan, Xi-Nian Zuo. (2021) Brainhack: developing a culture of open, inclusive, community-driven neuroscience. pre-print

2020

• Nenning, K.H., Furtner, J., Kiesel, B., Schwartz, E., Roetzer, T., Fortelny, N., Bock, C., Grisold, A., Marko, M., Leutmezer, F., Liu, H., Golland, P., Stoecklein, S., Hainfellner, J., Kasprian, G., Prayer, D., Marosi, C., Widhalm, G., Woehrer, A. & Langs G. Distributed changes of the functional connectome in patients with glioblastoma. Sci Rep 10, 18312 (2020).
• F. Prayer, J. Hofmanninger, M. Weber, D. Kifjak, A. Willenpart, J. Pan, Se. Röhrich, G. Langs, H. Prosch. 2020. Variability of computed tomography radiomics features of fibrosing interstitial lung disease: A test-retest study. in Methods. in press.
• Michael Roberts, Derek Driggs, Matthew Thorpe, Julian Gilbey, Michael Yeung, Stephan Ursprung, Angelica I. Aviles-Rivero, Christian Etmann, Cathal McCague, Lucian Beer, Jonathan R. Weir-McCall, Zhongzhao Teng, James H.F. Rudd, Evis Sala, Carola-Bibiane Schönlieb (on behalf of the AIX-COVNET collaboration). Machine learning for COVID-19 detection and prognostication using chest radiographs and CT scans: a systematic methodological review. arXiv
• Pianykh, O.S., Langs, G., Dewey, M., Enzmann, D.R., Herold, C.J., Schoenberg, S.O. and Brink, J.A., 2020. Continuous learning AI in radiology: implementation principles and early applications. Radiology, p.200038.
• Hofmanninger J., Prayer F., Pan J., Röhrich S., Prosch H. and Langs G., 2020. Automatic lung segmentation in routine imaging is primarily a data diversity problem, not a methodology problem. European Radiology Experimental, 4(50), pp.1-13.
• K.H. Nenning, T. Xu, E. Schwartz, Jesus Arroyo, Adelheid Woehrer, Alexandre R.Franco, Joshua T.Vogelstein, Daniel S.Margulies, Hesheng Liu. Jonathan Smallwood, Michael P.Milham, G. Langs. Joint Embedding: A scalable alignment to compare individuals in a connectivity space. in NeuroImage 2020. in press. Watch the videos showing cortical gradients changing with age.
• Röhrich, S., Hofmanninger, J., Prayer, F., Müller, H., Prosch, H. and Langs, G., 2020. Prospects and Challenges of Radiomics by Using Nononcologic Routine Chest CT. Radiology: Cardiothoracic Imaging, 2(4), p.e190190.
• Mahbod, A., Tschandl, P., Langs, G., Ecker, R. and Ellinger, I., 2020. The Effects of Skin Lesion Segmentation on the Performance of Dermatoscopic Image Classification. Computer Methods and Programs in Biomedicine, p.105725.
• Hofmanninger J. and Perkonigg M., Brink J.A., Pianykh O., Herold C., Langs G., Dynamic memory to alleviate catastrophic forgetting in continuous learning settings, Proceedings of MICCAI 2020, October 2020.
• Choi, S.W., Cho, H.H., Koo, H., Cho, K.R., Nenning, K.H., Langs, G., Furtner, J., Baumann, B., Woehrer, A., Cho, H.J. and Sa, J.K., 2020. Multi-Habitat Radiomics Unravels Distinct Phenotypic Subtypes of Glioblastoma with Clinical and Genomic Significance. Cancers, 12(7), p.1707.
• Thomas Roetzer, Julia Furtner, Johanna Gesperger, Lukas Seebrecht, Dave Bandke, Martina Brada, Tanisa Brandner-Kokalj, Astrid Grams, Johannes Haybaeck, Melitta Kitzwoegerer, Stefan L Leber, Franz Marhold, Patrizia Moser, Camillo Sherif, Johannes Trenkler, Julia Unterluggauer, Serge Weis, Franz Wuertz, Johannes A Hainfellner, Georg Langs, Karl-Heinz Nenning, Adelheid Woehrer. 2020. Sex-Specific Differences in Primary CNS Lymphoma. Cancers, 12(6), p.1593.
• Olivia Foesleitner, Benjamin Sigl, Victor Schmidbauer, Karl-Heinz Nenning, Ekaterina Pataraia, Lisa Bartha-Doering, Christoph Baumgartner, Susanne Pirker, Doris Moser, Michelle Schwarz, Johannes A. Hainfellner, Thomas Czech, Christian Dorfer, Georg Langs, Daniela Prayer, Silvia Bonelli, and Gregor Kasprian. 2020. Language network reorganization before and after temporal lobe epilepsy surgery. Journal of Neurosurgery, 1(aop), pp.1-9.
• Röhrich, S., Schlegl, T., Bardach, C., Prosch, H. and Langs, G., 2020. Deep learning detection and quantification of pneumothorax in heterogeneous routine chest computed tomography. European Radiology Experimental, 4, pp.1-11
• Burger, B., Bernathova, M., Helbich, T., Singer, C.F. and Langs, G., 2020, May. AI-based prediction of lesion occurrence in high-risk women based on anomalies detected in follow-up examinations. In 15th International Workshop on Breast Imaging (IWBI2020) (Vol. 11513, p. 115130P). International Society for Optics and Photonics.
• Pogledic, I., Schwartz, E., Mitter, C., Baltzer, P., Milos, R.I., Gruber, G.M., Brugger, P.C., Hainfellner, J., Bettelheim, D., Langs, G. and Kasprian, G., 2020. The Subplate Layers: The Superficial and Deep Subplate Can be Discriminated on 3 Tesla Human Fetal Postmortem MRI. Cerebral Cortex.
• de Wael, R.V., Benkarim, O., Paquola, C., Lariviere, S., Royer, J., Tavakol, S., Xu, T., Hong, S.J., Langs, G., Valk, S. and Misic, B., 2020. BrainSpace: a toolbox for the analysis of macroscale gradients in neuroimaging and connectomics datasets. Communications Biology, 3(1), pp.1-10.
• Marius E Mayerhoefer, Andrzej Materka, Georg Langs, Ida Häggström, Piotr Szczypinski, Peter Gibbs, Gary Cook. Introduction to Radiomics. in Journal of Nuclear Medicine 2020
• O Foesleitner, K-H Nenning, L Bartha-Doering, C Baumgartner, E Pataraia, D Moser, M Schwarz, V Schmidbauer, JA Hainfellner, T Czech, C Dorfer, G Langs, D Prayer, S Bonelli, G Kasprian. Lesion-Specific Language Network Alterations in Temporal Lobe Epilepsy. in American Journal of Neuroradiology 41(1) pp. 147-154 (2020)
• G Langs, U Attenberger, R Licandro, J Hofmanninger, M Perkonigg, M Zusag, S Röhrich, D Sobotka, H Prosch. Machine learning in radiology: Terminology from individual timepoint to trajectory. in Der Radiologe 2020
• F Prayer, S Röhrich, J Pan, J Hofmanninger, G Langs, H Prosch. Künstliche Intelligenz in der Bildgebung der Lunge. in Der Radiologe 60(1) pp. 42-47. 2020

2019

• Matthias Perkonigg, Daniel Sobotka, Ahmed Ba-Ssalamah, Georg Langs. Unsupervised deep clustering for predictive texture pattern discovery in medical images. in Proc. Med-NeurIPS 2019. arXiv
• Johannes Hofmanninger, Sebastian Roehrich, Helmut Prosch, Georg Langs. Separation of target anatomical structure and occlusions in chest radiographs. in Proc Med-NeurIPS 2019 arXiv
• Philipp Seeböck*, José Ignacio Orlando, Thomas Schlegl, Sebastian M. Waldstein, Hrvoje Bogunovic, Sophie Klimscha, Georg Langs*, and Ursula Schmidt-Erfurth. Exploiting Epistemic Uncertainty of Anatomy Segmentation for Anomaly Detection in Retinal OCT. in IEEE Transactions on Medical Imaging. (in press, 2019)
• Marie Piraud, Markus Wennmann, Laurent Kintzelé, Jens Hillengass, Ulrich Keller, Georg Langs, Marc-André Weber, Björn H Menze. Towards Quantitative Imaging Biomarkers of Tumor Dissemination: a Multi-scale Parametric Modeling of Multiple Myeloma. in Medical Image Analysis (in press, 2019)
• Ulrika Asenbaum, Maria Schoder, Ernst Schwartz, Georg Langs, Pascal Baltzer, Florian Wolf, Alexander M Prusa, Christian Loewe, Richard Nolz. Stent-graft surface movement after endovascular aneurysm repair: baseline parameters for prediction, and association with migration and stent-graft-related endoleaks. in European Radiology 29(12) pp. 6385-6395 2019
• Thomas Schlegl, Philipp Seeböck, Sebastian M. Waldstein, Georg Langs*, Ursula Schmidt-Erfurth. f-AnoGAN: Fast Unsupervised Anomaly Detection with Generative Adversarial Networks. in Medical Image Analysis. (in press, 2019)
• Florian Prayer, Martin Metzelder, Wilfried Krois, Peter C Brugger, Gerlinde M Gruber, Michael Weber, Anke Scharrer, Alexander Rokitansky, Georg Langs, Daniela Prayer, Ewald Unger, Gregor Kasprian. 3D reconstruction of diaphragmatic defects in CDH: a fetal MRI study. in Ultrasound in Obstetrics & Gynecology. 2019
• Wolf-Dieter Vogl, Katja Pinker, Thomas H. Helbich, Hubert Bickel, Günther Grabner, Wolfgang Bogner, Stephan Gruber, Zsuzsanna Bago-Horvath, Peter Dubsky, Georg Langs. Automatic segmentation and classification of breast lesions through identification of informative multiparametric PET/MRI features. in European Radiology Experimental. in press 2019
• Andreas Holzinger, Georg Langs, Helmut Denk, Kurt Zatloukal, Heimo Müller. Causability and explainability of artificial intelligence in medicine. in Interdisciplinary Reviews: Data Mining and Knowledge Discovery (in press, 2019)
• Li M., Wang D.,Ren J., Langs G., Stoecklein S., Brennan B.P., Lu J., Chen H., Liu H. Performing group-level functional image analyses based on homologous functional regions mapped in individuals, PLoS Biology, 2019. (in press)
• Lisa Bartha-Doering, Astrid Novak, Kathrin Kollndorfer, Anna-Lisa Schuler, Gregor Kasprian, Georg Langs, Ernst Schwartz, Florian Ph S Fischmeister, Daniela Prayer, Rainer Seidl. Atypical language representation is unfavorable for language abilities following childhood stroke. in European Journal of Paediatric Neurology 23 (1), 102-116, 2019
• Silvio Aime, Michael Crean, Marc Dewey, Xavier Golay, Peter Gordebeke, Monika Hierath, Gabriel Krestin, Katarina Krischak, Georg Langs, Ulrike Mayerhofer-Sebera, Kristoff Muylle, Michal Neeman, Wiro Niessen, Konstantin Nikolaou, Arthur Owens, Anders Persson, Andrea Rockall, EIBIR scientific advisory board, EIBIR shareholders, Pamela Zolda. Strategic Research Agenda For Biomedical Imaging.in Insights into Imaging, 2019, 10:7. doi
• Philipp Seeböck, David Romo-Bucheli, Sebastian Waldstein, Hrvoje Bogunović, José Ignacio Orlando, Bianca S. Gerendas, Georg Langs, Ursula Schmidt-Erfurth. Using CycleGANs for effectively reducing image variability across OCT devices and improving retinal fluid segmentation. In Proc. ISBI 2019
• Seeböck P., Waldstein S., Klimscha S., Bogunovic H., Schlegl T., Gerendas B. S., Donner R., Schmidt-Erfurth U., Langs G. Unsupervised Identification of Disease Marker Candidates in Retinal OCT Imaging Data. IEEE Transactions on Medical Imaging. (in press, 2019)

2018

• M. Perkonigg, J. Hofmanninger, M.-A. Weber, B. Menze, G. Langs, Detecting Bone Lesions in Multiple Myeloma Patients using Transfer Learning, Proceedings of Data-Driven Treatment Response Workshop (MICCAI DATRA 2018), 2018.
• R. Licandro, J. Hofmanninger, M.-A. Weber, B. Menze, G. Langs, Predicting Future Bone Infiltration Patterns in Multiple Myeloma", Proceedings of 4th International Workshop on Patch-based Techniques in Medical Imaging (MICCAI Patch-MI 2018), 2018.
• R. Licandro and T. Schlegl, M. Reiter, M. Diem, M. Dworzak, A. Schumich, G. Langs, M. Kampel, WGAN Latent Space Embeddings for Blast Identification in Childhood Acute Myeloid Leukaemia, Proceedings of the 24th International Conference on Pattern Recognition (ICPR) 2018, 2018.
• R. Licandro, J. Hofmanninger, M.-A. Weber, B. Menze, G. Langs, Early Predictors of Bone Infiltration in Multiple Myeloma Patients from T2 weighted MRI images, Proceedings of the 42nd Austrian Association for Pattern Recognition (OAGM/AAPR) workshop, pp. 9-12, 2018.
• G. Langs, S. Röhrich, J. Hofmanninger, F. Prayer, J. Pan, C. Herold, H. Prosch. Machine learning: from radiomics to discovery and routine. Radiologe. in press (2018) [open access]
• C Wachinger, M Toews, G Langs, W Wells, P Golland. Keypoint Transfer for Fast Whole-Body Segmentation. in IEEE TMI in press (2018) [open access]
• Anna-Lisa Schuler, Lisa Bartha-Doering, András Jakab, Ernst Schwartz, Rainer Seidl, Patric Kienast, Sonja Lackner, Georg Langs, Daniela Prayer, Gregor Kasprian. Tracing the structural origins of atypical language representation: consequences of prenatal mirror-imaged brain asymmetries in a dizygotic twin couple. in Brain Structure and Function 2018 (in press)
• Wennmann, M., Kintzelé, L., Piraud, M., Menze, B.H., Hielscher, T., Hofmanninger, J., Wagner, B., Kauczor, H.U., Merz, M., Hillengass, J., Langs, G., and Weber, M.A., 2018. Volumetry based biomarker speed of growth: Quantifying the change of total tumor volume in whole-body magnetic resonance imaging over time improves risk stratification of smoldering multiple myeloma patients. Oncotarget, 9(38), p.25254.
• Schmidt-Erfurth, U., Bogunovic, H., Sadeghipour, A., Schlegl, T., Langs, G., Gerendas, B.S., Osborne, A. and Waldstein, S.M., 2018. Machine learning to analyze the prognostic value of current imaging biomarkers in neovascular age-related macular degeneration. Ophthalmology Retina, 2(1), pp.24-30. 2018
• Thomas Schlegl, Sebastian M Waldstein, Hrvoje Bogunovic, Franz Endstraßer, Amir Sadeghipour, Ana-Maria Philip, Dominika Podkowinski, Bianca S Gerendas, Georg Langs, Ursula Schmidt-Erfurth Fully Automated Detection and Quantification of Macular Fluid in OCT Using Deep Learning in Ophthalmology, 125(4), 549-558. 2018
• Johanna Klughammer, Barbara Kiesel, Thomas Roetzer, Nikolaus Fortelny, Amelie Nemc, Karl-Heinz Nenning, Julia Furtner, Nathan C. Sheffield, Paul Datlinger, Nadine Peter, Martha Nowosielski, Marco Augustin, Mario Mischkulnig, Thomas Ströbel, Donat Alpar, Bekir Ergüner, Martin Senekowitsch, Patrizia Moser, Christian F. Freyschlag, Johannes Kerschbaumer, Claudius Thomé, Astrid E. Grams, Günther Stockhammer, Melitta Kitzwoegerer, Stefan Oberndorfer, Franz Marhold, Serge Weis, Johannes Trenkler, Johanna Buchroithner, Josef Pichler, Johannes Haybaeck, Stefanie Krassnig, Kariem Mahdy Ali, Gord von Campe, Franz Payer, Camillo Sherif, Julius Preiser, Thomas Hauser, Peter A. Winkler, Waltraud Kleindienst, Franz Würtz, Tanisa Brandner-Kokalj, Martin Stultschnig, Stefan Schweiger, Karin Dieckmann, Matthias Preusser, Georg Langs, Bernhard Baumann, Engelbert Knosp, Georg Widhalm, Christine Marosi, Johannes A. Hainfellner, Adelheid Woehrer & Christoph Bock. The DNA methylation landscape of glioblastoma disease progression shows extensive heterogeneity in time and space. in Nature Medicine (2018) [bioRxiv]

2017

• Ernst Schwartz, Karl-Heinz Nenning, Gregor Kasprian, Anna-Lisa Schuller, Lisa Bartha-Doering, Georg Langs. Multivariate Manifold Modelling of Functional Connectivity in Developing Language Networks. Proc. IPMI'2017 pp.311-322
• Gregor O Dovjak, Peter C Brugger, Gerlinde M Gruber, Jae W Song, Michael Weber, Georg Langs, Dieter Bettelheim, Daniela Prayer, Gregor Kasprian. Prenatal assessment of cerebellar vermian lobulation: fetal MRI with 3 Tesla post‐mortem correlation. in Ultrasound in Obstetrics & Gynecology 2017
• Johannes Hofmanninger, Bjoern Menze, Marc-André Weber, Georg Langs. Mapping Multi-Modal Routine Imaging Data to a Single Reference via Multiple Templates. in Proc. International Workshop on Deep Learning in Medical Image Analysis 2017
• R. Licandro, K.H. Nenning, E. Schwartz, K. Kollndorfer, L. Bartha-Doering, H. Liu, G. Langs, Assessing Reorganisation of Functional Connectivity in the Infant Brain. Fetal, Infant and Ophthalmic Medical Image Analysis, pages 14-24. Springer International Publishing, Cham, 2017.
• Bielesz B, Patsch JM, Fischer L, Bojic M, Winnicki W, et al. (2017) Cortical porosity not superior to conventional densitometry in identifying hemodialysis patients with fragility fracture. PLOS ONE 12(2): e0171873. doi: 10.1371/journal.pone.0171873
• T Schlegl, P , S M. Waldstein, U Schmidt-Erfurth, G Langs. Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery. to appear at IPMI'17
• K.H. Nenning, H. Liuc, S. Ghoshd, M. Sabuncu, E. Schwartz, G. Langs. Diffeomorphic Functional Brain Surface Alignment: Functional Demons. to appear in NeuroImage (2017, in press)
• Wolf-Dieter Vogl, Sebastian M. Waldstein, Bianca S. Gerendas, Ursula Schmidt-Erfurth, and Georg Langs. Predicting Macular Edema Recurrence from Spatio-Temporal Signatures in Optical Coherence Tomography Images. In IEEE Transactions on Medical Imaging (in press, 2017) doi: 10.1109/TMI.2017.2700213. PMID: 28475051
• Vogl WD, Waldstein SM, Gerendas BS, Schlegl T, Langs* G, Schmidt-Erfurth* U. Analyzing and Predicting Visual Acuity Outcomes of Anti-VEGF Therapy by a Longitudinal Mixed Effects Model of Imaging and Clinical Data. Invest Ophthalmol Vis Sci. 2017 Aug 1;58(10):4173-4181. doi: 10.1167/iovs.17-21878. PMID: 28837729
• Dovjak GO, Brugger PC, Gruber GM, Song JW, Weber M, Langs G, Bettelheim D, Prayer D, Kasprian G. Prenatal assessment of cerebellar vermian lobulation: fetal MRI with 3 Tesla post-mortem correlation. Ultrasound Obstet Gynecol. 2017 Aug 6. doi: 10.1002/uog.18826. PMID: 28782259
• Schuler AL, Kasprian G, Schwartz E, Seidl R, Diogo MC, Mitter C, Langs G, Prayer D, Bartha-Doering L. Mens inversus in corpore inverso? Language lateralization in a boy with situs inversus totalis. Brain Lang. 2017 Jul 11;174:9-15. doi: 10.1016/j.bandl.2017.06.005. PMID: 28709112
• Bieth M, Peter L, Nekolla SG, Eiber M, Langs G, Schwaiger M, Menze B. Segmentation of Skeleton and Organs in Whole-Body CT Images via Iterative Trilateration. IEEE Trans Med Imaging. 2017 Jun 27. doi: 10.1109/TMI.2017.2720261. PMID: 28678702
• Bogunovic H, Waldstein SM, Schlegl T, Langs G, Sadeghipour A, Liu X, Gerendas BS, Osborne A, Schmidt-Erfurth U. Prediction of Anti-VEGF Treatment Requirements in Neovascular AMD Using a Machine Learning Approach. Invest Ophthalmol Vis Sci. 2017 Jun 1;58(7):3240-3248. doi: 10.1167/iovs.16-21053. PMID: 28660277
• Gerendas BS, Bogunovic H, Sadeghipour A, Schlegl T, Langs G, Waldstein SM, Schmidt-Erfurth U. Computational image analysis for prognosis determination in DME. Vision Res. 2017 May 9. pii: S0042-6989(17)30059-7. doi: 10.1016/j.visres.2017.03.008. PMID: 28433753
• Baumbach SF, Binder J, Synek A, Mück FG, Chevalier Y, Euler E, Langs G, Fischer L. Analysis of the three-dimensional anatomical variance of the distal radius using 3D shape models. 2017 Mar 9;17(1):23. BMC Med Imaging doi: 10.1186/s12880-017-0193-9. PMID: 28274212
• Thomas Knogler, Peter Homolka, Mathias Hoernig, Robert Leithner, Georg Langs, Martin Waitzbauer, Katja Pinker-Domenig, Sabine Leitner, Thomas H Helbich. Application of BI-RADS descriptors in contrast-enhanced dual-energy mammography: comparison with MRI in Breast Care 12 2017
• Seeböck, P., Donner, R., Schlegl, T., & Langs, G. Unsupervised Learning for Image Category Detection. Proceedings of the 22nd Computer Vision Winter Workshop. 2017. (Best Paper Award)

2016

• J. Hofmanninger, M. Krenn, M. Holzer, T. Schlegl, H. Prosch, G. Langs Unsupervised Identification of Clinically Relevant Clusters in Routine Imaging Data. Published in Proceedings of MICCAI 2016.
• Margulies DS, Ghosh SS, Goulas A, Falkiewicz M, Huntenburg JM, Langs G, Bezgin G, Eickhoff SB, Castellanos FX, Petrides M, Jefferies E, Smallwood J. Situating the default-mode network along a principal gradient of macroscale cortical organization. Proc Natl Acad Sci U S A. 2016 Nov 1;113(44):12574-12579. Epub 2016 Oct 18. PMID: 27791099
• R. Licandro, K.-H. Nenning, E. Schwartz, K. Kollndorfer, L. Bartha-Doering, G. Langs. Changing Functional Connectivity in the Child's Developing Brain Affected by Ischaemic Stroke. Published in Proceedings of MICCAI 2016.
• E. Schwartz, G. Kasprian, A. Jakab, D. Prayer, V. Schöpf, and G. Langs. Modeling Fetal Cortical Expansion using Graph-Regularized Gompertz Models. Published in Proceedings of MICCAI 2016.

• V. Schöpf, G. Langs, A. Jakab. Functional Imaging of the Prenatal Brain. Fetal Development. Springer International Publishing, 2016. 429-437.

• E. Varnousfaderani, WD Vogl, J Wu, BS Gerendas, C Simader, G Langs, S M. Waldstein, and U Schmidt-Erfurth. Geodesic denoising for optical coherence tomography images. In SPIE Medical Imaging, pp. 97840K-97840K. International Society for Optics and Photonics, 2016.

• E. Varnousfaderani, WD Vogl, J Wu, BS Gerendas, C Simader, G Langs, S M. Waldstein, and U Schmidt-Erfurth. Improve synthetic retinal OCT images with present of pathologies and textural information. In SPIE Medical Imaging, pp. 97843V-97843V. International Society for Optics and Photonics, 2016.

• Waldstein SM, Philip AM, Leitner R, Simader C, Langs G, Gerendas BS, Schmidt-Erfurth U. Correlation of 3-Dimensionally Quantified Intraretinal and Subretinal Fluid With Visual Acuity in Neovascular Age-Related Macular Degeneration. JAMA Ophthalmol. 2016 Feb 1;134(2):182-90. doi: 10.1001/jamaophthalmol.2015.4948. PMID: 26661463
• Thomas Knogler, Peter Homolka, Mathias Hörnig, Robert Leithner, Georg Langs, Martin Waitzbauer, Katja Pinker-Domenig, Sabine Leitner, and Thomas H. Helbich. Contrast-enhanced dual energy mammography with a novel anode/filter combination and artifact reduction: a feasibility study. in European Radiology. 2016 Jun;26(6):1575-81. doi: 10.1007/s00330-015-4007-6. Epub 2015 Sep 15.
• O Alfonso Jiménez–del–Toro, H Müller, M Krenn, K Gruenberg, A.A. Taha, M Winterstein, I Eggel, A Foncubierta–Rodríguez, O Goksel, A Jakab, G Kontokotsios, G Langs, B Menze, T Salas Fernandez, R Schaer, A Walleyo, M.-A. Weber, Y Dicente Cid, T Gass, M Heinrich, F Jia, F Kahl, R Kechichian, D Mai, A B. Spanier, G Vincent, C Wang, D Wyeth, A Hanbury. Cloud–based Evaluation of Anatomical Structure Segmentation and Landmark Detection Algorithms: VISCERAL Anatomy Benchmarks. to appear in IEEE TMI 2016 (accepted).
• Jing Wu, Ana-Maria Philip, Dominika Podkowinski, Bianca S. Gerendas, Georg Langs, Christian Simader, Sebastian M. Waldstein, and Ursula M. Schmidt-Erfurth. Multivendor Spectral-Domain Optical Coherence Tomography Dataset, Observer Annotation Performance Evaluation, and Standardized Evaluation Framework for Intraretinal Cystoid Fluid Segmentation. in Journal of Ophthalmology Volume 2016 (2016)
• Philipp Seeböck, Sebastian Waldstein, Sophie Klimscha, Bianca S. Gerendas, René Donner, Thomas Schlegl, Ursula Schmidt-Erfurth, Georg Langs. Identifying and Categorizing Anomalies in Retinal Imaging Data. at NIPS MLHC'16
• Licandro R., Langs G., Kasprian G., Sablatnig R., Prayer D., Schwartz E., “A Longitudinal Diffeomorphic Atlas-Based Tissue Labeling Framework for Fetal Brains using Geodesic Regression“, Computer Vision Winter Workshop, Rimske Toplice (Slovenia), February 2016.

2015

• D. Wang, R. L. Buckner, M. D. Fox, D. J. Holt, A. J. Holmes, S. Stoecklein, G. Langs, R. Pan, T. Qian, K. Li, J. T. Baker, S. M. Stufflebeam, K. Wang, X. Wang, B. Hong, and H. Liu, Parcellating cortical functional networks in individuals. Nature Neuroscience, advance online publication. pdf
• G. Langs, D. Wang, P. Golland, S. Mueller, R. Pan, M. Sabuncu, W. Sun, K. Li, H. Liu. Identifying Shared Brain Networks in Individuals by Decoupling Functional and Anatomical Variability. in Cerebral Cortex (in press)
• D. Markonis, M. Holzer, F. Baroz, R. De Castaneda, C. Boyer, G. Langs, H. Müller. User-oriented evaluation of a medical image retrieval system for radiologists. in International Journal of Medical Informatics (in press)

• A Jakab, G Kasprian, E Schwartz, G Maria Gruber, C Mitter, D Prayer, V Schöpf, and G Langs. Disrupted developmental organization of the structural connectome in fetuses with corpus callosum agenesis. NeuroImage 111 (2015): 277-288.

• C. Schellen, E. Schwartz, G. M. Gruber, E. Mlczoch, M. Weber, B. Ulm, P. C. Brugger, G. Langs, U. Salzer-Muhar, D. Prayer, G. Kasprian. Fetal MRI detects early alterations of brain development in tetralogy of fallot. American Journal of Obstetrics & Gynecology, 2015.
• R. Nolz, E. Schwartz, G. Langs, C. Loewe, A. Wibmer, A. Prusa, H. Teufelsbauer, and M. Schoder. Stent graft surface movement after infrarenal abdominal aortic aneurysm repair: Comparison of patients with and without a type 2 endoleak. European Journal of Vascular and Endovascular Surgery, 2015.
• G. J. Wengert, T. H. Helbich, W.-D. Vogl, P. Baltzer, G. Langs, M. Weber, W. Bogner, S. Gruber, S. Trattnig, and K. Pinker. Introduction of an automated user–independent quantitative volumetric magnetic resonance imaging breast density measurement system using the dixon sequence: Comparison with mammographic breast density assessment. Investigative Radiology, 50(2):73–80, 2015.
• C Mitter, A. Jakab, P.C. Brugger, G. Ricken, G. M. Gruber, D. Bettelheim, A. Scharrer, G. Langs, J.A. Hainfellner, D. Prayer and G. Kasprian. Validation of in utero tractography of human fetal commissural and internal capsule fibers with histological structure tensor analysis. In Frontiers in Neuroanatomy, 2015, doi: 10.3389/fnana.2015.00164

Conference proceedings

• Marie Bieth, Rene Donner, Georg Langs, Markus Schwiger, Bjoern Menze. Anatomical triangulation: from sparse landmarks to dense annotation of the skeleton in CT images. in Proc. BMVC'15, 2015
• A. Valentinitsch, L. Fischer, J. M. Patsch, J. Bauer, F. Kainberger, G. Langs, and M. DiFranco. Trabecular bone class mapping across resolutions: translating methods from hr-pqct to clinical CT. In SPIE Medical Imaging, pages 94131D–94131D. International Society for Optics and Photonics, 2015.
• J. Hofmanninger and G. Langs. Mapping visual features to semantic profiles for retrieval in medical imaging. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pages 457–465, 2015.
• J. Wu, S. M. Waldstein, B. S. Gerendas, G. Langs, C. Simader, and U. Schmidt-Erfurth. Automated retinal fovea type distinction in spectral-domain optical coherence tomography of retinal vein occlusion. In SPIE Medical Imaging, pages 94133D–94133D. International Society for Optics and Photonics, 2015.
• A. Montuoro, C. Simader, G. Langs, and U. Schmidt-Erfurth. Rotation invariant eigenvessels and auto- context for retinal vessel detection. In SPIE Medical Imaging, pages 94131F–94131F. International Society for Optics and Photonics, 2015.
• Karl-Heinz Nenning, Kathrin Kollndorfer, Veronika Schöpf, Daniela Prayer, and Georg Langs. Multi-Subject Manifold Alignment of Functional Network Structures via Joint Diagonalization paper. in Advances in Information Processing in Medical Imaging, IPMI 2015.
• T. Schlegl, S. M. Waldstein, W.-D. Vogl, U. Schmidt-Erfurth, G. Langs. Predicting Semantic Descriptions from Medical Images with Convolutional Neural Networks. in Advances in Information Processing in Medical Imaging, IPMI 2015. [pdf]
• Vogl WD, Waldstein SM, Gerendas BS, Simader C, Glodan AM, Podkowinski D, Schmidt-Erfurth U, Langs G. Spatio-Temporal Signatures to Predict Retinal Disease Recurrence. in Advances in Information Processing in Medical Imaging., IPMI 2015;24:152-63. PubMed PMID: 26221672.
• Wachinger C, Toews M, Langs G, Wells W, Golland P. Keypoint Transfer Segmentation. in Advances in Information Processing in Medical Imaging IPMI 2015;24:233-45. PubMed PMID: 26221677;
• M. Krenn, M. Dorfer, O. A. Jiménez-del Toro, H. Müller, B. Menze, M.-A. Weber, A. Hanbury, and G. Langs. Creating a Large–Scale Silver Corpus from Multiple Algorithmic Segmentations. in MICCAI Workshop on Medical Computer Vision: Algorithms for Big Data, MCV 2015,Springer, 2015 [pdf]

2014

• Structure-Based Neuron Retrieval Across Drosophila Brains. F. Ganglberger, F. Schulze, L. Tirian, A. Novikov, B. Dickson, K. Bühler, G. Langs. in Neuroinformatics [paper]
• A Spatio-Temporal Latent Atlas for Semi-Supervised Learning of Fetal Brain Segmentations and Morphological Age Estimation. E. Dittrich, T. Riklin-Raviv, G. Kasprian, R. Donner, P. C. Brugger, D. Prayer, G. Langs. in Medical Image Analysis 14(1), pp.9-21, 2014. [paper]
• Gender effects and sexual-orientation impact on androstadienone-evoked behavior and neural processing. J. Krajnik, K. Kollndorfer, K.-H. Nenning, J.N. Lundström, V. Schöpf. in Front Neurosci 2014 [pdf]
• L. Fischer, A. Valentinitsch, M.D. DiFranco, C. Schller-Weidekamm, D. Kienzl, H. Resch, T. Gross, M. Weber, P. Jaksch, W. Klepetko, B. Zweytick, P. Pietschmann, F. Kainberger, G. Langs, J.M. Patsch. High- resolution peripheral quantitative computed tomography (HR-pQCT): Cortical porosity, poor trabecular bone microarchitecture and low bone strength in lung transplant recipients. Radiology 274 (2), 473–481. (DOI)
• G. Langs, A. Sweet, D. Lashkari, Y. Tie, L. Rigolo, A. J. Golby, P. Golland. Decoupling Function and Anatomy in Atlases of Functional Connectivity Patterns: Language Mapping in Tumor Patients. to appear in NeuroImage 2014 [pdf]
• V. Schöpf, T. Schlegl, A. Jakab, G. Kasprian, R. Woitek, D. Prayer and G. Langs. The Relationship Between Eye Movement and Vision Develops Before Birth. in Frontiers in Human Neuroscience [pdf].
• Pavo N, Charwat S, Nyolczas N, Jakab A, Murlasits Z, Bergler-Klein J, Nikfardjam M, Benedek I, Benedek T, Pavo IJ, Gersh BJ, Huber K, Maurer G, Gyöngyösi M. (2014) Cell therapy for human ischemic heart diseases: Critical review and summary of the clinical experiences. Journal of Molecular and Cellular Cardiology 75C: 12-24.
• Pavo N, Zimmermann M, Pils D, Mildner M, Petrási Z, Petneházy O, Fuzik J, Jakab A, Gabriel C, Sipos W, Maurer G, Gyöngyösi M, Ankersmit HJ. (2014) Long-acting beneficial effect of percutaneously intramyocardially delivered secretome of apoptotic peripheral blood cells on porcine chronic ischemic left ventricular dysfunction. Biomaterials 6:(1) 1-10.
• Jakab A, Schwartz E, Kasprian G, Gruber GM, Prayer D, Schöpf V, Langs G. (2014) Fetal functional imaging portrays heterogeneous development of emerging human brain networks. Frontiers in Human Neuroscience, (accepted manuscript doi: 10.3389/fnhum.2014.00852).
• Spisák T, Jakab A, Kis SA, Opposits G, Aranyi C, Berényi E, Emri M. (2014) Voxel-Wise Motion Artifacts in Population-Level Whole-Brain Connectivity Analysis of Resting-State fMRI. PLoS ONE 01/2014; 9(9):e104947.
• B Menze, A Jakab, S Bauer, et al. (2014) The Multimodal Brain Tumor Image Segmentation Benchmark (BRATS). IEEE Transactions in Medical Imaging (accepted manuscript in press).
• Wengert GJ, Helbich TH, Vogl WD, Baltzer P, Langs G, Weber M, Bogner W, Gruber S, Trattnig S, Pinker K. Introduction of an Automated User-Independent Quantitative Volumetric Magnetic Resonance Imaging Breast Density Measurement System Using the Dixon Sequence: Comparison With Mammographic Breast Density Assessment. Invest Radiol. 2014 (in press)

Conference proceedings

• Towards Automatic Bone Age Estimation from MRI: Localization of 3D Anatomical Landmarks. Thomas Ebner, Darko Stern, Rene Donner, Horst Bischof, Martin Urschler, In Proc. MICCAI'14, 2014
• Over-Segmentation of 3D Medical Image Volumes based on Monogenic Cues. M. Holzer and R. Donner in Proceedings of the 19th Computer Vision Winter Workshop, 2014 pp.35-42
• Longitudinal Alignment of Disease Progression in Fibrosing Interstitial Lung Disease. [pdf] Wolf-Dieter Vogl, Helmut Prosch, Christina Mueller-Mang, Ursula Schmidt-Erfurth, and Georg Langs. In Proc. MICCAI'14, 2014
• Motion Artefact Correction in Retinal Optical Coherence Tomography using Local Symmetry. Alessio Montuoro, Jing Wu, Sebastian Waldstein, Bianca Gerendas, Georg Langs, Christian Simader, Ursula Schmidt-Erfurth. In Proc. MICCAI'14, 2014
• A locally linear method for enforcing temporal smoothness in serial image registration. [pdf] E. Schwartz, A. Jakab, G. Kasprian, L. Zoellei, and G. Langs. In Proc. of MICCAI STIA'14. LNCS 8682
• Unsupervised pre-training across domains improves lung tissue classification. T. Schlegl, J. Ofner, G. Langs. In Proc. of MICCAI MCV'14, 2014
• Stable Registration of Pathological 3D SD-OCT Scans using Retinal Vessels. Jing Wu, Bianca S. Gerendas, Sebastian M. Waldstein, Georg Langs, Christian Simader, and Ursula Schmidt-Erfurth. to appear in MICCAI Ophtalmic Medical Image Analysis Workshop 2014

2013

• Advanced MRI techniques of the fetal brain. V. Schöpf, E. Dittrich, V. Berger-Kulemann, G. Kasprian, K. Kollndorfer, D. Prayer. Der Radiologe 2013, 53(2):136-140
• Computational identification and quantification of trabecular microarchitecture classes by 3D texture analysis-based clustering. A. Valentinitsch, J. M. Patsch, A. J. Burghardt, T. M. Link, S. Majumdar, L. Fischer, C. Schueller-Weidekamm, H. Resch, F. Kainberger, G. Langs. In Press, Bone, 2013 (DOI)
• Global Localization of 3D Anatomical Structures by Pre-filtered Hough Forests and Discrete Optimization. R. Donner, B. Menze, H. Bischof, G. Langs. Medical Image Analysis 2013. in press (DOI)
• Multicenter precision of cortical and trabecular bone quality measures assessed by high-resolution peripheral quantitative computed tomography. A. J. Burghardt, J.-B. Pialat, G. J. Kazakia, S. Boutroy, K. Engelke, J. M. Patsch, A. Valentinitsch, D. Liu, E. Szabo, C. E. Bogado, et al. Journal of Bone and Mineral Research, 28(3):524–536, 2013.

Conference proceedings

• Predicting Treatment Response from Resting State fMRI Data: Comparison of Parcellation Approaches. Satrajit Ghosh, Anisha Keshavan, Georg Langs. in Proc. of Pattern Recognition in Neuroimaging 2013, pp.225-228
• Constructing an un-biased whole body atlas from clinical imaging data by fragment bundling. M. Dorfer, R. Donner, and G. Langs, in proceedings of Medical Image Computing and Computer-Assisted Intervention - MICCAI 2013, 2013, pp. 219–226.
• Visceral: Towards large data in medical imaging— challenges and directions. G. Langs, A. Hanbury, B. Menze, and H. Müller. In Medical Content-Based Retrieval for Clinical Decision Support 2012, pages 92–98. Springer Berlin Heidelberg, 2013.
• A visual information retrieval system for radiology reports and the medical literature. D. Markonis, R. Donner, M. Holzer, T. Schlegl, S. Dungs, S. Kriewel, G. Langs, and H. Mueller. In Proc. of Conf. on MultiMedia Modeling, 2013
• Cloud–based evaluation framework for big data. A. Hanbury, H. Müller, G. Langs, and B. H. Menze. In The Future Internet, pages 104–114. Springer Berlin Heidelberg, 2013.
• Craddock C, Benhajali Y, Chu C, Chouinard F, Evans A, Jakab A, Khundrakpam BS, Lewis JD, Li Q, Milham M, Yan C and Bellec P (2013). The Neuro Bureau Preprocessing Initiative: open sharing of preprocessed neuroimaging data and derivatives. Front. Neuroinform. Conference Abstract: Neuroinformatics 2013. doi: 10.3389/conf.fninf.2013.09.00041
• Khresmoi – multilingual semantic search of medical text and images. Niraj Aswani, Thomas Beckers, Erich Birngruber, Célia Boyer, Andreas Burner, Jakub Bystroň, Khalid Choukri, Sarah Cruchet,Hamish Cunningham, Jan Dědek, Ljiljana Dolamic, René Donner, Sebastian Dungs, Ivan Eggel, Antonio Foncubierta-Rodríguez,Norbert Fuhr, Adam Funk, Alba García Seco de Herrera, Arnaud Gaudinat, Georgi Georgiev, Julien Gobeill, Lorraine Goeuriot, Paz Gómez, Mark Greenwood, Manfred Gschwandtner, Allan Hanbury, Jan Hajič, Jaroslava Hlaváčová, Markus Holzer, Gareth Jones,Blanca Jordan, Matthias Jordan, Klemens Kaderk, Franz Kainberger, Liadh Kelly, Sascha Kriewel, Marlene Kritz, Georg Langs,Nolan Lawson, Dimitrios Markonis, Ivan Martinez, Vassil Momtchev, Alexandre Masselot, Hélène Mazo, Henning Müller, João Palotti, Pavel Pecina, Konstantin Pentchev, Deyan Peychev, Natalia Pletneva, Diana Pottecherc, Angus Roberts, Patrick Ruch,Alexander Sachs, Matthias Samwald, Priscille Schneller, Veronika Stefanov, Miguel A. Tinte, Zdeňka Urešová, Alejandro Vargasand Dina Vishnyakova. in Proceedings of MedInfo 2013, Copenhagen, Denmark, 2013

2012

• Automated threshold-independent cortex segmentation by 3D-texture analysis of HR-pQCT scans. A. Valentinitsch, J. M. Patsch, J. Deutschmann, C. Schueller-Weidekamm, H. Resch, F. Kainberger, G. Langs. Bone. 2012 Sep 51(3):480-487.
• A survey on visual information search behavior and requirements of radiologists. Dimitrios Markonis, Markus Holzer, Sebastian Dungs, Alejandro Vargas, Georg Langs, Sascha Kriewel, Henning Müller. to appear in Methods of Information in Medicine

• Automated unsupervised multi‐parametric classification of adipose tissue depots in skeletal muscle. Valentinitsch, A., C Karampinos, D., Alizai, H., Subburaj, K., Kumar, D., M Link, T., & Majumdar, S. (2012). Journal of Magnetic Resonance Imaging.

Conference proceedings

• Towards Predicting the Effects of Stent-Grafting on the Motion of the Thoracic Aorta. Schwartz, E. and Holfeld, J. and Czerny, M. and Loewe, C. and Langs, G. Proceedings of the 2012 MICCAI Workshop on Computer Assisted Stenting (to appear)
• Visualizing Changes in Vessel Wall Dynamics due to Stent-Grafting in the Aortic Arch. Schwartz, E. and Holfeld, J. and Czerny, M. and Loewe, C. and Langs, G. Proceedings of the International Symposium on Biomedical Imaging 2012.
• Mark Ison, Eva Dittrich, René Donner, Gregor Kasprian, Daniela Prayer, Georg Langs. Fully Automated Brain Extraction and Orientation in Raw Fetal MRI. In Proc of MICCAI 2012 Workshop on Perinatal and Paediatric Imaging.
• René Donner, Georg Langs. Fast Anatomical Structure Localization Using Top-down Image Patch Regression. In Proc. of MICCAI 2012 Workshop on Medical Computer Vision.

2011

• Atlas learning in fetal brain development. Eva Dittrich, Gregor Kasprian, Daniela Prayer, and Georg Langs. Topics in Magnetic Resonance Imaging: Fetal MRI (2011) 22(3): 107-111.
• Detecting stable distributed patterns of brain activation using Gini contrast. Georg Langs, Bjoern H. Menze, Danial Lashkari, and Polina Golland. NeuroImage (2011) 56(2): 497-507.
• The Prenatal Origin of Hemispheric Asymmetry: an In Utero Neuroimaging Study. Gregor Kasprian, Georg Langs, Peter C. Brugger, Mario Bittner, Michael Weber, Mavilde Arantes, Daniela Prayer. In Cereb. Cortex (2011) 21(5): 1076-1083.
• Learning Deformation and Structure Simultaneously: In Situ Endograft Deformation Analysis. Georg Langs, Nikos Paragios, Pascal Desgranges, Alain Rahmouni, Hicham Kobeiter. In Medical Image Analysis (2011), 15(1): 12-21

Conference proceedings

• Texture Bags: Anomaly Retrieval in Medical Images based on Local 3D-Texture Similarity . Burner, A. and Donner, R. and Mayerhoefer, M. and Kainberger, F. and Langs G. Proceedings of the MICCAI 2011 Workshop on Medical Content-based Retrieval for Clinical Decision Support (MCBR-CDS 2011), Toronto, Canada.
• Learning an Atlas of a Cognitive Process in Its Functional Geometry. Langs, G. and Lashkari, D. and Sweet, A. and Tie, Y. and Rigolo, L. and Golby, A. and Golland, P. Information Processing in Medical Imaging 2011, pp.135-146
• Learning a spatio-temporal latent atlas for fetal brain segmentation. E. Dittrich, T. Riklin-Raviv, G. Kasprian, P. Brugger, D. Prayer and G. Langs. Proceedings of the MICCAI 2011 Workshop on Image Analysis of Human Brain Development (IAHBD 2011), Toronto, Canada.
• Superpixel-based Interest Points for Effective Bags of Visual Words Medical Image Retrieval. [pdf] [bib] Haas, S. and Donner, R. and Burner, A. and Holzer, M. and Langs G. Proceedings of the MICCAI 2011 Workshop on Medical Content-based Retrieval for Clinical Decision Support (MCBR-CDS 2011), Toronto, Canada.
• Visualizing Changes in Vessel Wall Dynamics due to Stent-Grafting in the Aortic Arch. Schwartz, E. and Holfeld, J. and Czerny, M. and Loewe, C. and Langs, G. Proceedings of the 2011 Workshop on Computing and Visualization for (Intra)Vascular Imaging.

2010

• Automatic Image-Based Assessment of Lesion Development during Hemangioma Follow-Up Examinations. S. Zambanini, R. Sablatnig, H. Mayer, G. Langs. in Artificial Intelligence in Medicine 2010 50(2), October 2010, pp. 83-94
• Generalized Sparse MRF Appearance Models. R. Donner, G. Langs, H. Wildenauer, H. Bischof. in Image and Vision Computing 28(6), June 2010, pp. 1031-1038
• Automatic assessment of the knee alignment angle on full-limb radiographs. N. Fakhrai, P. Widhalm, C. Chiari, M. Weber, G Langs, R. Donner, H. Ringl, M. Jantsch, and P. Peloschek. Eur J Radiol, 74(1) April 2010, pp. 236-240

M. Czerny, G. Langs. Proceedings of the International Symposium on Biomedical Imaging 2010.

2009

• Automatic Quantification of Joint Space Narrowing and Erosions in Rheumatoid Arthritis G. Langs, P. Peloschek, H. Bischof, F. Kainberger. in IEEE Transactions on Medical Imaging 28(1):151-164. 2009, PMID:19116197
• Sharp JT, Angwin J, Boers M, Duryea J, Finckh A, Hall JR, Kauffman JA, Landewa R, Langs G, Lukas C, Moens HJ, Peloschek P, Strand CV, van der Heijde D. Multiple computer-based methods of measuring joint space width can discriminate between treatment arms in the COBRA trial - Update of an ongoing OMERACT project. J Rheumatol. 2009 Aug;36(8):1825-8.
• Quantifying disease activity and damage by imaging in rheumatoid arthritis and osteoarthritis. Kubassova O, Boesen M, Peloschek P, Langs G, Cimmino MA, Bliddal H, Torp-Pedersen S. Ann N Y Acad Sci. 2009 Feb;1154:207-38, PMID:19250239
• Diffusion-weighted imaging for the follow-up of patients after matrix-associated autologous chondrocyte transplantation. Friedrich KM, Mamisch TC, Plank C, Langs G, Marlovits S, Salomonowitz E, Trattnig S, Welsch G. European Journal of Radiology. Jan 2009, PMID:19181469
• Computational radiology in skeletal radiography. P. Peloschek, S. Nemec, P. Widhalm, R. Donner, E. Birngruber, H. Thodberg, F. Kainberger, G. Langs. European Journal of Radiology, Volume 72, Issue 2, Pages 252-257, 2009, PMID
• Multiple computer-based methods of measuring joint space width can discriminate between treatment arms in the COBRA trial -- Update of an ongoing OMERACT project. Sharp JT, Angwin J, Boers M, Duryea J, Finckh A, Hall JR, Kauffman JA, Landewa R, Langs G, Lukas C, Moens HJ, Peloschek P, Strand CV, van der Heijde D. J Rheumatol. 2009 Aug;36(8):1825-8. PMID: 19671820
• Assessement of rheumatic diseases with computational radiology: current status and future potential. Peloschek P, Boesen M, Donner R, Kubassova O, Birngruber E, Patsch J, Mayerhöfer M, Langs G. Eur J Radiol. 2009 Aug;71(2):211-6. Epub 2009 May 19.

Conference proceedings

• Automatic Region Template Generation for Shape Particle Filtering based Image Segmentation [pdf] L. Fischer, R. Donner, F. Kainberger, G. Langs. Proceedings of the MICCAI 2009 Workshop on Probabilistic Models for Medical Image Analysis (PMMIA 2009), 289-300, 2009.
• Detection of Capillary Vessels in Optical Coherence Tomography Based on a Probabilistic Kernel [pdf] E. Dittrich, R. Neji, T. Schmoll, S. Schriefl, C. Ahlers, R. A. Leitgeb, G. Langs. Medical Image Understanding and Analysis (MIUA 2009), 37-41, 2009. Best Presentation Award
• Segmentation and Deformation Analysis of the Aorta in Gated CTA sequences in a MDL Framework E. Schwartz, G. Langs, J. Holfeld, R. Gottardi, C. Loewe, P. Peloschek, M. Czerny Medical Image Understanding and Analysis (MIUA 2009), 27-32, 2009. Best Paper Award

2008

• Automated measurement of joint space width in small joints of patients with rheumatoid arthritis. C. Lukas, J. Sharp, J. Angwin, M. Boers, J. Duryea, J. Hall, J. Kauffman, R. Landewe, G. Langs, H. Bernelot Moens, P. Peloschek, and D. van der Heijde. Journal of Rheumatology, 35(7):1288-1293, 2008. PMID:18597408
• Measurement instead of scoring in rheumatology : New quantitative imaging and processing methods in radiology P. Peloschek, C. Mueller-Mang, K. Friedrich, G. Langs, R. Donner, A. Valentinitsch, F. Kainberger. in Z Rheumatol 2008 Feb;67(1):51-7, PMID:18224328

Conference proceedings

• Task-Specific Functional Brain Geometry from Model Maps Georg Langs, Dimitris Samaras, Nikos Paragios, Jean Honorio, Elly Alia-Klein, Dardo Tomasi, Nora D. Volkow, Rita Goldstein. to appear in Proc. of MICCAI'08, 2008
• Modeling the Structure of Multivariate Manifolds: Shape Maps [pdf] [poster] [code] Georg Langs, Nikos Paragios. in Proc. of IEEE CVPR'08, 2008Â
• Sparsity, Redundancy and Optimal Image Support towards Knowledge-based Segmentation Salma Essafi, Georg Langs, Nikos Paragios. in Proc. of IEEE CVPR'08, 2008
• Estimation of Fit Confidence in Active Shape Model Search for the Reliable Measurement of Knee Alignment Peter Widhalm, Georg Langs, René Donner, Negar Fakhrai, Philipp Peloschek, Robert Sablatnig. in Proc. of AAPR'08, 2008
• Group-wise MDL based registration of small animals in video sequences Yuan Han, Georg Langs, Nikos Paragios. in Proc. of IEEE ISBI'08, 2008

2007

• Model-Based Erosion Spotting and Visualization in Rheumatoid Arthritis G. Langs, P. Peloschek, H. Bischof, F. Kainberger. in Academic Radiology, 2007 Oct;14(10):1179-88, PMID:17889335
• An automatic model-based system for joint space measurements on hand radiographs: initial experience abstract+pdf Philipp Peloschek, Georg Langs, Michael Weber, Johannes Sailer, Michael Reisegger, Herwig Imhof, Horst Bischof, Franz Kainberger. in Radiology 2007 Dec;245(3):855-62
• Multiple Appearance Models abstract+pdf Georg Langs, Philipp Peloschek, Rene Donner, Horst Bischof. in Pattern Recognition 40(9), p.2485-2495, Sep. 2007
• Computer based methods for measurement of joint space width: Update of an Ongoing OMERACT Project [pdf], John T. Sharp, Jane Angwin, Maarten Boers, Jeff Duryea, Gabriele von Ingersleben, James R. Hall, Joost A. Kauffman, Robert Landewe, Georg Langs, Cedric Lukas, Jean-Francis Maillefert, H. J. Bernelot Moens, Philipp Peloschek, Vibeke Strand and Desiree van der Heijde, in JournalofRheumatology, 34, 2007, pp. 874-883, PMID:17407243

Conference proceedings

• Robust Autonomous Model Learning from 2D and 3D Data [pdf]Georg Langs, Rene Donner, Philipp Peloschek, Horst Bischof in Proc. of MICCAI 07, Lecture Notes in Computer Science, LNCS 4791 pp.968-976, 2007, PMID:18051152
• Motion Analysis of Endovacular Stent-Grafts by MDL Based Registration abstract [pdf] Georg Langs, Nikos Paragios, Rene Donner, Alain Rahmouni, Hicham Kobeiter in Proceedings of MMBIA 07, 2007
• Sparse MRF Appearance Models for Fast Anatomical Structure Localisation [pdf] Rene Donner, Branislav Micusik, Georg Langs, Horst Bischof in Proceedings of BMVC 07, 2007 Best Scientific Paper Prize
• Object Localization based on Markov Random Fields and Symmetry Interest Points Rene Donner, Branislav Micusik, Georg Langs, Lech Szumilas, Philipp Peloschek, Klaus Friedrich, Horst Bischof in Proceedings of MICCAI 07, Lecture Notes in Computer Science, LNCS 4792 pp.460-468, 2007, PMID:18044601
• Local Image Structure Detection with Orientation-invariant Radial Configuration Lech Szumilas, Rene Donner, Georg Langs, Allan Hanbury. in Proceedings of IEEE International Conference on Computer Vision and Recognition CVPR 2007
• Automatic Robust Registration of Cutaneous Hemangiomas for Follow-up Examinations Sebastian Zambanini, Georg Langs, Robert Sablatnig and Harald Maier, in Proc. of the 31st annual workshop of the Austrian Association for Pattern Recognition (OAGM/AAPR), pages 121-128, 2007

2006

• Computer assisted radiological diagnostics of arthritic joint alterations F. Kainberger, G. Langs, P. Peloschek, T. Schlager,C. Schueller-Weidekamm, A. Valentinitsch, ZRheumatol 65(8), pp.676-80. 2006, PMID:17171394
• Fast Active Appearance Model Search Using Canonical Correlation Analysis [abstract+pdf] Rene Donner, Michael Reiter, Georg Langs, Philipp Peloschek, Horst Bischof. in IEEE PAMI Transactions on Pattern Analysis and Machine Intelligence, Oct 2006, 28(10): pp. 1690-1694, PMID:16986548
• Quantitative imaging in rheumatoid arthritis: from scoring to measurement Philipp Peloschek, Georg Langs, Alexander Valentinitsch, Mile Bubalo, Thomas Schlager, C. Mueller-Mang, Franz Kainberger in Der Radiologe May 2006 46(5):411-416, PMID:16670915

Conference proceedings

• Active Feature Models Georg Langs, Philipp Peloschek, Rene Donner, Michael Reiter, Horst Bischof. in Proceedings of International Conference on Pattern Recognition ICPR 2006, Vol. 1, pp.417-420.
• 3D and Infrared Face Reconstruction from RGB Data Using Canonical Correlation Analysis Michael Reiter, Rene Donner, Georg Langs, Horst Bischof. in Proceedings of International Conference on Pattern Recognition ICPR 2006, Vol. 1, pp.425-428.
• Automatic Surveying of Cutaneous Hemangiomas'' [pdf] Sebastian Zambanini, Georg Langs, Robert Sablatnig, Peter Donath, Harald Maier, in Proceedings of International Conference on Pattern Recognition ICPR 2006, Vol. 1, pp.1022-1025.
• Estimation of Face Depth Maps from Color Textures using Canonical Correlation Analysis Michael Reiter, Rene Donner, Georg Langs, Horst Bischof. in Proceedings of Computer Vision Winter Workshop CVWW 2006 pp.17-21.
• Predicting Near Infrared Face Texture from Color Face Images using Canonical Correlation Analysis Michael Reiter, Rene Donner, Georg Langs, Horst Bischof. in Proceedings of the Workshop of Austrian Association for Pattern recognition AAPR 2006, pp. 161-168

2005

   Vision pyramids that do not grow to high [pdf] Walter G. Kropatsch, Yll Haxhimusa, Zygmunt Pizlo, and Georg Langs in Pattern Recognition Letters 26(3), Feb 2005 pp.319-338

Conference proceedings

• A Clique of Active Appearance Models by Minimum Description Length [pdf] Georg Langs, Philipp Peloschek, Rene Donner, Horst Bischof, in Proceedings of British Machine Vision Converence BMVC 2005, Oxford, UK, Vol. 2, pp.859-868
• Optimal Sub-Shape Models by Minimum Description Length [pdf] Georg Langs, Philipp Peloschek, Horst Bischof, in Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition CVPR 2005, San Diego, USA, Vol. 2, pp.310-315
• A Robust Matching Algorithm for Active Appearance Models Reinhard Beichel, Horst Bischof, Georg Langs, Milan Sonka in Bildverarbeitung fuer die Medizin 2005, Springer Verlag
• MDL-based Splitting of PCA Models Georg Langs, Philipp Peloschek, Horst Bischof in Proceedings of Computer Vision Winter Workshop CVWW 2005 , pp.13-22
• Segmentation and Surveying of Cutaneous Hemangiomas Sebastian Zambanini, Georg Langs, Robert Sablatnig, in Proceedings of Computer Vision Winter Workshop CVWW 2005 , pp.103-112

2004

Differential diagnosis of rheumatic diseases using conventional radiography F. Kainberger, P. Peloschek, G. Langs, K. Boegl, H. Bischof, in Best Practice & Research in Clinical Rheumatology. Dec 2004, 18(6):783-811. (Elsevier), PMID:15501183

Conference proceedings

• Building and Registering Parameterized 3D Models of Vessel Trees for Visualization during Intervention [pdf] Georg Langs, Petia Radeva, David Rotger, Francesc Carreras in Proceedings of the IEEE International Conference on Pattern Recognition ICPR 2004, Cambridge, UK Vol. 3, pp.726-729
• Explorative Building of 3D Vessel Tree Models [pdf] Georg Langs, Petia Radeva, Francesc Carrerasin Proceedings of the of the 28th Workshop of the Austrian Association of Pattern Recognition, AAPR 2004, Hagenberg, Austria, pp.117 - 124, OCG Schriftenreihe Band 179 *Best Paper Award*

2003

• Stroke Boundary Analysis for Identification of Drawing Tools Paul Kammerer, Georg Langs, Robert Sablatnig, Ernestine Zolda, in Proceedings of 8th Iberoamerican Congress on Patter Recogntion
• Computer aided diagnosis (CAD) in rheumatoid arthritis : automated joint localization, estimation of the bone contour and consecutive detection of defects of the bone contour in metacarpal bones P.L. Peloschek, G. Langs, H. Bischof, F. Kainberger, W. Kropatsch, H. Imhof in Proceedings of the Annual Meeting of the Radiological Society of North America RSNA 2003
• Determining Position and Fine Shape Detail in Radiological Anatomy Georg Langs, Philipp Peloschek, Horst Bischof, in Proceedings of 25th Pattern Recognition Symposion, DAGM 2003, Magdeburg, Germany, pp.232-239, Lecture Notes in Computer Science, LNCS2781, Springer Verlag
• Stroke Segmentation in Infrared Reflectogramms Paul Kammerer, Georg Langs, Robert Sablatnig, Ernestine Zolda, in Proceedings of 13th Scandinavian Conference on Image Analysis, SCIA 2003, Goeteborg, Sweden, pp.1138-1145, Lecture Notes in Computer Science, LNCS2749, Springer Verlag
• ASM Driven Snakes in Rheumatoid Arthritis Assessment Georg Langs, Philipp Peloschek, Horst Bischof, in Proceedings of 13th Scandinavian Conference on Image Analysis, SCIA 2003, Goeteborg, Sweden, pp.454-461, Lecture Notes in Computer Science, LNCS2749, Springer Verlag
• Development of a system for computer aided diagnosis (CAD) in rheumatoid arthritis 1. Automated joint localization in hand radiographs, 2. Automated accurate estimation of the bony contour of metacarpal bones, 3. Automated delineation of defects of the bony contour of metacarpal bones P.L. Peloschek, G. Langs, H. Bischof, F. Kainberger,W. Kropatsch, H. Imhof, in European Society of Muscoloskeletal Radiology Meeting ESSR 2003, Aarhus, Denmark
• Locating Joints in Hand Radiographs - Towards Automated Radiograph Analysis in Rheumathoid Arthritis Therapy Georg Langs, Philipp Peloschek, Horst Bischof, in Proceedings of Computer Vision Winter Workshop CVWW 2003, Valtice, Czech Republic, pp.97-102

Abstracts and talks

2014

• Atlas-based Correlation of local Trabecular Directionality and Deformation with Serum Markers of Bone Turnover in Lung Transplant Recipients in a Longitudinal Setting
  L. Fischer, A. Valentintisch, T. Gross, D. Kienzl, C. Schueller-Weidekamm, F. Kainberger, J. M. Patsch, G. Langs, M. D. DiFranco.
  Annual Meeting of the American Society for Bone and Mineral Research (ASBMR 2014), Houston - USA, 2014.
• Clinical Applicability of Trabecular Microarchitecture Class (TMAC) Assessement using Multi-Detector Comptuted Tomography
  A. Valentinitsch, L. Fischer, G. Gruber, J. M. Patsch, J. Bauer, F. Kainberger, G. Langs, M. DiFranco.
  Annual Meeting of the American Society for Bone and Mineral Research (ASBMR 2014), Houston - USA, 2014.
• Cortical and trabecular bone microarchitecture after severe burn injury
  C. Muschitz, G. K. Muschitz, R. Kocijan, G. Ihra, H. Resch, L. Fischer, T. Rath.
  Annual Meeting of the American Society for Bone and Mineral Research (ASBMR 2014), Houston - USA, 2014.
• High Cortico -Trabecular Junctional Zone Porosity and Reduced Trabecular Density in Persons with Stress Fractures
  A. Zendeli, C. Muschitz, M. Bui, L. Fischer, W. Schima, F. Lomoschitz, N. Laimer, A. Ghasem-Zadeh, R. Zebaze, E. Seeman.
  Annual Meeting of the American Society for Bone and Mineral Research (ASBMR 2014), Houston - USA, 2014.
• Non-invasive assessment of longitudinal changes in bone microarchitecture and bone strength over eighteen months in lung transplant recipients using high-resolution peripheral quantitative computed tomography (HR-pQCT)
  D. Kienzl, L. Fischer, T. Gross, M. D. DiFranco, M. Weber, A. Valentinitsch, P. Jaksch, W. Klepetko, R. Marculescu, P. Pietschmann, C. Schueller-Weidekamm, F. Kainberger, G. Langs, J. M. Patsch.
  Annual Meeting of the American Society for Bone and Mineral Research (ASBMR 2014), Houston - USA, 2014.
• Effects of recent lung transplantation on cortical and trabecular microarchitecture and bone strength in men and women. L. Fischer, A. Valentinitsch, M. D. DiFranco, C. Schueller-Weidekamm, D. Kienzl, T. Gross, F. Kainberger, G. Langs, J. M. Patsch. European Congress of Radiology (ECR 2014), Vienna - Austria, 2014.
• Denoising of HRpQCT Scans via Dicitionary Learning for Improved Spatio-temporal Morphometry Analysis. M. D. DiFranco, A. Valentinitsch, L. Fischer, C. Schueller-Weidekamm, F. Kainberger, G. Langs. European Congress of Radiology (ECR 2014), Vienna - Austria, 2014.

2013

• Impaired Cortical and Trabecular Bone Microarchitecture in Female and Male Lung Transplant Recipients. A. Valentinitsch, L. Fischer, M. D. DiFranco, C. Schueller-Weidekamm, F. Kainberger, G. Langs, J. M. Patsch. Annual Meeting of the Radiological Society of North America (RSNA 2013), Chicago - USA, 2013.
• Trabecular microarchitecture class (TMAC) quantification method detects differences in patients with rapid secondary bone loss following lung transplantation. A. Valentinitsch, L. Fischer, M. D. DiFranco, C. Schueller-Weidekamm, F. Kainberger, G. Langs, J. M. Patsch. Annual Meeting of the American Society for Bone and Mineral Research (ASBMR 2013), Baltimore - USA, 2013.
• Sub-compartmental Bone Morphometry Analysis in Longitudinal HRpQCT Scans with Application to Chronic Kidney Disease. M. D. DiFranco, L. Fischer, A. Valentinitsch, F. Kainberger, G. Langs, J. M. Patsch, T. Nickolas. Annual Meeting of the American Society for Bone and Mineral Research (ASBMR 2013), Baltimore - USA, 2013.
• Reproducibility of cortical measures assessed with the threshold independent segmentation tool (TIST) in HR-pQCT images. A. Valentinitsch, L. Fischer, M. Difranco, J. M. Patsch, G. M. Gruber, F. Kainberger, G. Langs. European Society of Musculoskeletal Radiology Meeting (ESSR 2013), Marbella - Spain, 2013.
• Evaluation of cortical bone density and microarchitecture of lung transplant recipients by HR-pQCT. L. Fischer, A. Valentinitsch, M. D. DiFranco, C. Schueller-Weidekamm, B. Zweytick, F. Kainberger, G. Langs, J. M. Patsch. European Society of Musculoskeletal Radiology Meeting (ESSR 2013), Marbella - Spain, 2013.
• Computational Quantification of Trabecular Microarchitecture Classes by 3-D Texture Analysis-based Clustering. A. Valentinitsch, J. M. Patsch, A. Burghardt, T. Link, S. Majumdar, L. Fischer, C. Schueller-Weidekamm, H. Resch, F. Kainberger, G. Langs. European Congress on Osteoporosis and Osteoarthritis (ECCEO 2013), Rome - Italy, 2013.
• Cortical and Trabecular Alterations in Patients with Bone Marrow Edema of the Lower Limb. A. Zendeli, C. Muschitz, R. Kocijan, L. Fischer, D. Sueß, H. Resch. European Congress on Osteoporosis and Osteoarthritis (ECCEO 2013), Rome - Italy, 2013 | European Calcified Tissue Society Meeting (ECTS 2013), Lisbon - Portugal, 2013.
• Spatiotemporal morphometry (STM) in longitudinal HR-pQCT imaging - Preliminary data from patients with rapid bone loss. L. Fischer, A. Valentinitsch, B. Zweytick, C. Schueller-Weidekamm, F. Kainberger, J. Patsch, G. Langs. European Congress of Radiology (ECR 2013), Vienna - Austria, 2013.

2012

• Correlation of Osteoporosis Blood Markers and Trabecular Reorganization in Lung Transplant Patients with severe Osteoporosis Risk. L. Fischer, J. Patsch, B. Zweytick, C. Schueller-Weidekamm, A. Valentinitsch, F. Kainberger, G. Langs. Annual Meeting of the Radiological Society of North America (RSNA 2012), Chicago - USA, 2012.
• Non-invasive imaging of human bone turnover - A longitudinal pilot study in lung transplant recipients with severe bone loss. L. Fischer, A. Valentinitsch, B. Zweytick, C. Schueller-Weidekamm, P. Pietschmann, F. Kainberger, G. Langs, J. M. Patsch. Annual Meeting of the American Society for Bone and Mineral Research (ASBMR 2012), Minneapolis - USA, 2012.
• Computational Trabecular Microarchitecture Quantification with 3D texture analysis as a Marker to Differentiate Postmenopausal Women with and without Fractures. A. Valentinitsch, J. M. Patsch, A. Burghardt, T. Link, S. Majumdar, L. Fischer, C. Schueller-Weidekamm, H. Resch, F. Kainberger, G. Langs. Annual Meeting of the American Society for Bone and Mineral Research (ASBMR 2012), Minneapolis - USA, 2012. Bone Strength Working Group at ASBMR 2012.
• Evaluation of peripheral bone density and microarchitecture of lung transplant recipients by HR-pQCT. L. Fischer, A. Valentinitsch, C. Schueller-Weidekamm, B. Zweytick, F. Kainberger, G. Langs, J. M. Patsch. European Society of Musculoskeletal Radiology Meeting (ESSR 2012), Innsbruck - Austria, 2012.
• Trabecular Direction and Deformation Distribution in Lung Transplant Patients with severe Osteoporosis Risk. L. Fischer, J. Patsch, B. Zweytick, C. Schueller-Weidekamm, A. Valentinitsch, F. Kainberger, G. Langs. European Congress of Radiology (ECR 2012), Vienna - Austria, 2012.

2011

• Introduction of a Novel Computerized Quantitative MR-based Breast Density Measurement System Using the Dixon Sequence. Katja Pinker, Stephan Gruber, Wolfgang Bogner, Hubert Bickel, Heinrich Magometschnigg, Thomas Helbich, Benedikt Brack, Andreas Burner. Accepted talk RSNA 2011, Chicago, USA.
• Correlation of Computerized Quantitative MR Breast Density Measurements with Standard Qualitative ACR BIRADS Classification. Katja Pinker, Stephan Gruber, Melanie Schernthaner, Hubert Bickel, Wolfgang Bogner, Thomas Helbich, Andreas Burner. Accepted talk RSNA 2011, Chicago, USA.
• Fetal Brain Segmentation Based on a Spatio-temporal Latent Atlas. E. Dittrich, T. Riklin-Raviv, G. Kasprian, P. Brugger, D. Prayer and G. Langs. Accepted talk RSNA 2011, Chicago, USA.
• Using eye tracking on a clinical viewing station to help investigating radiologist's image search requirements. Sebastian Dung, Markus Holzer, Dimitris Markonis, Geors Langs, Sascha Kriewel, Henning Müller. Accepted talk RSNA 2011, Chicago, USA.
• Quantification of trabecular dynamics in HRpQCT images of lung transplant patients using optical flow techniques. L. Fischer, A. Valentinitsch, J. Deutschmann, C. Schueller-Weidekamm, B. Zweytick, C. Aigner, B. Jaradat, G. Langs, F. Kainberger, J. Patsch. European Society of Musculoskeletal Radiology Meeting (ESSR 2011), Crete - Greece, 2011.
• Measuring in-vivo foetal cortical surface development. G. Langs, G. Kasprian, E. Dittrich, M. Bittner, P.C. Brugger, D. Prayer. Accepted talk European Congress of Radiology (ECR 2011), Vienna - Austria, 2011.
• Separation of cortical and cancellous bone by 3D-texture-based analysis: a novel approach of threshold-independent calculation of cortical thickness. A. Valentinitsch, J. Patsch, J. Deutschmann, L. Fischer, G. Langs, F. Kainberger. European Congress of Radiology (ECR 2011), Vienna - Austria, 2011.
• Comparison of high-resolution peripheral quantitative CT and micro-CT for the assessment of bone microstructure. J. H. Deutschmann, J. Patsch, A. Valentinitsch, H. Resch, M. Mousavi, G. Weber, C. Schueller-Weidekamm, F. Kainberger. European Congress of Radiology (ECR 2011), Vienna - Austria, 2011.
• Visible gradient changes in trabecular microstructure of the distal radius. L. Fischer, J. Patsch, J. Deutschmann, A. Valentinitsch, G. Langs, F. Kainberger. European Congress of Radiology (ECR 2011), Vienna - Austria, 2011.
• Adaptive robust vessel segmentation in noisy tomography data. E. Dittrich, T. Schmoll, R.A. Leitgeb, G. Langs. Accepted poster European Congress of Radiology (ECR 2011), Vienna - Austria, 2011.
• Improving active shape model (ASM) segmentation of rheumatoid hand radiographs through classification-based refinement. W. Lang, R. Donner, P. Peloschek, F. Kainberger, G. Langs. Accepted poster European Congress of Radiology (ECR 2011), Vienna - Austria, 2011.
• Automated assessment of the influences of supra-aortic vessel transposition followed by stent-grafting onto the movement of the aortic arch: results on two exemplary cases. E. Schwartz, R. Gottardi, J. Holfeld, C. Loewe, M. Czerny, G. Langs. Accepted poster European Congress of Radiology (ECR 2011), Vienna - Austria, 2011.
• First experiences with a new, needle-based CR mammography system: evaluation of image quality and dose levels compared to a highly-sensitive screen-film system and currently available CR- and DR-systems. P. L. Peloschek, G. Langs, F. Semturs. Accepted poster European Congress of Radiology (ECR 2011), Vienna - Austria, 2011.
• Mirror visual feedback therapy for phantom pain: changes in functional connectivity patterns. K.-H. Nenning, G. Kasprian, S. Seidel, J. Furtner, V. Schöpf, D. Prayer, G. Langs. Accepted poster European Congress of Radiology (ECR 2011), Vienna - Austria, 2011.

2010

• Quantification of gradient changes in trabecular microstructure of the distal radius. L. Fischer, J. Patsch, J. Deutschmann, A. Valentinitsch, C. Schueller-Weidekamm, G. Langs, F. Kainberger. ÖGEKM wissenschaftliche Herbsttagung, Vienna - Austria, 2010.
• Improved Shape Particle Filters for Radiological Image Segmentation (abstract) L. Fischer, R. Donner, F. Kainberger, G. Langs. European Society of Musculoskeletal Radiology Meeting (ESSR 2010), Lille - France, 2010.
• Texture analysis in quantitative osteoporosis assessment: Measuring microarchitecture changes due to osteoporosis. A. Valentinitsch, J. Patsch, D. Müller, F. Kainberger, G. Langs. Accepted talk European Congress of Radiology (ECR 2010), Vienna - Austria, 2010, DOI:10.1594/ecr2010/B-521.
• Measuring the change in vessel movement induced by aortic arch repair. E. Schwartz, G. Langs, R. Gottardi, M. Czerny, J. Holfeld, P. Peloschek, C. Loewe. Accepted talk European Congress of Radiology (ECR 2010), Vienna - Austria, 2010, DOI:10.1594/ecr2010/B-335.
• Towards Automatic Medical Image Segmentation using Shape Particle Filters (abstract) L. Fischer, R. Donner, F. Kainberger, G. Langs. European Congress of Radiology (ECR 2010), Vienna - Austria, 2010, DOI:10.1594/ecr2010/B-566.
• Ultra-High Speed Ultra-High Resolution Retinal Tomography at 160.000Hz Without Adaptive Optics T. Schmoll, E. Dittrich, S. Schriefl, C. Ahlers, U. Schmidt-Erfurth, G. Langs, R.A. Leitgeb. Abstract at the International Society for Imaging in the Eye Meeting, San Francisco, May 2010.

2004

• Concept of a fully automated web-based scoring system for destructive changes by rheumatoid arthritis - RheumaCoachCAD P.L. Peloschek, G. Langs, H. Bischof, W.G. Kropatsch, H. Imhof, F.M. Kainberger European Society of Muscoloskeletal Radiology Meeting ESSR 2004.

2003

• Automated radiological quantification of hand lesions in rheumatoid arthritis: Accuracy and precision of joint localization P. L. Peloschek, G. Langs, H. Bischof, F. Kainberger, C. Krestan, M. Uffmann, H. Imhof, in European Congress of Radiology, ECR 2003, Vienna, Austria in European Radiology 13 (suppl. 1) 2003, p. 201.