Handels Heinz

Research output

Research Output per year 1997 2007 2008 2009 2010 2012 2013 2014 2015 2016 2017 2024

• 194 Conference contribution
• 106 Journal articles
• 70 Conference Papers
• 17 Conference proceedings
• 44 More
  • 15 Anthologies
  • 14 Chapter
  • 6 Books
  • 4 Editorial
  • 2 Scientific review articles
  • 1 Abstracts
  • 1 Comments/Debates
  • 1 Short survey

Research Output per year

Research Output per year

Search results

• 2024

  Survival analysis for lung cancer patients: A comparison of Cox regression and machine learning models

  Germer, S. & AI-CARE Working Group, 11.2024, In: International Journal of Medical Informatics. 191, p. 105607 1 p., 105607.

  Research output: Journal Articles › Journal articles › Research › peer-review

  • Proportional Hazards Model 100%
  • Lung Cancer 100%
  • Cancer Registry 100%
  • Lung 100%
  • Cancer Control 50%
• 2023

  Chaos analysis of the cortical boundary for the recognition of psychosis

  Korda, A. I., Andreou, C., Avram, M., Frisman, M., Aliqadri, M., Riecher-Rössler, A., Handels, H., Martinetz, T. & Borgwardt, S., 2023, In: Journal of Psychiatry and Neuroscience. 48, 2, p. E135-E142

  Research output: Journal Articles › Journal articles › Research › peer-review

  • Magnetic Resonance Imaging 100%
  • Gray Matter 100%
  • Psychosis 66%

• Demarcation of brain and tumor tissue with optical coherence tomography using prior neural networks

  Strenge, P., Lange, B., Draxinger, W., Hagel, C., Grill, C., Danicke, V., Theisen-Kunde, D., Spahr-Hess, S., Bonsanto, M. M., Huber, R., Handels, H. & Brinkmann, R., 2023, Optical Coherence Imaging Techniques and Imaging in Scattering Media V. Vakoc, B. J., Wojtkowski, M. & Yasuno, Y. (eds.). SPIE, Vol. 12632. p. 126321P

  Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review

  • Optical Coherence Tomography 100%
  • Tumor 100%
  • Central Wavelength 25%
  • Resection 25%
  • Convolutional Neural Network 25%

• Random Forest and Gradient Boosted Trees for Patient Individualized Contrast Agent Dose Reduction in CT Angiography

  Pallenberg, R., Fleitmann, M., Stroth, A. M., Gerlach, J., Fürschke, A., Barkhausen, J., Bischof, A. & Handels, H., 18.05.2023, In: Studies in Health Technology and Informatics. 302, p. 952-956 5 p.

  Research output: Journal Articles › Journal articles › Research › peer-review

  • Random Decision Forest 100%
  • Gradient Boosting Tree 100%
  • Random Forest 100%
  • Drug Dose Reduction 100%
  • Boosted Tree 100%
• 2022

  A Comparison of Feature Extraction Models for Medical Image Captioning

  Germer, S., Uzunova, H., Ehrhardt, J., Feldhus, N., Thomas, P. & Handels, H., 19.08.2022.

  Research output: Contribution to conference › Abstracts › peer-review

  • Image Captioning 100%
  • Feature Extraction 100%
  • Generation Language 60%
  • Autoencoder 40%
  • DenseNet 40%

• A systematic comparison of generative models for medical images

  Uzunova, H., Wilms, M., Forkert, N. D., Handels, H. & Ehrhardt, J., 07.2022, In: International Journal of Computer Assisted Radiology and Surgery. 17, 7, p. 1-12 12 p., 7.

  Research output: Journal Articles › Journal articles › Research › peer-review

  • Generalization Ability 100%
  • Generative Model 100%
  • Deep Learning Method 100%
  • Medical Image 100%
  • Neural Network 100%

• Chaos analysis of the brain topology in first-episode psychosis and clinical high risk patients

  Korda, A. I., Andreou, C., Avram, M., Handels, H., Martinetz, T. & Borgwardt, S., 13.10.2022, In: Frontiers in Psychiatry. 13, 965128.

  Research output: Journal Articles › Journal articles › Research › peer-review

  • Psychosis 100%
  • Gray Matter 50%
  • Magnetic Resonance Imaging 33%
  • Cingulate Cortex 16%
  • Frontal Lobe 16%
  2 Citations (Scopus)

• Deep learning-based simultaneous registration and unsupervised non-correspondence segmentation of medical images with pathologies

  Andresen, J., Kepp, T., Ehrhardt, J., von der Burchard, C., Roider, J. & Handels, H., 04.2022, In: International Journal of Computer Assisted Radiology and Surgery. 17, 4, p. 699-710 12 p., 4.

  Research output: Journal Articles › Journal articles › Research › peer-review

  • Medical Image 100%
  • Deep Learning Method 100%
  • Network Registration 100%
  • Writing 100%
  • Convolutional Neural Network 66%

• Differentiation of different stages of brain tumor infiltration using optical coherence tomography: Comparison of two systems and histology

  Strenge, P., Lange, B., Draxinger, W., Grill, C., Danicke, V., Theisen-Kunde, D., Hagel, C., Spahr-Hess, S., Bonsanto, M. M., Handels, H., Huber, R. & Brinkmann, R., 30.08.2022, In: Frontiers in Oncology. 12, p. 896060 896060.

  Research output: Journal Articles › Journal articles › Research › peer-review

  • Differentiation 100%
  • Brain 100%
  • Stages 100%
  • Optical Coherence Tomography 100%
  • Tumor 100%

• Image registration and appearance adaptation in non-correspondent image regions for new MS lesions detection

  Andresen, J., Uzunova, H., Ehrhardt, J., Kepp, T. & Handels, H., 07.09.2022, In: Frontiers in Neuroscience. 16, 981523.

  Research output: Journal Articles › Journal articles › Research › peer-review

  • Image Registration 100%
  • Convolutional Neural Network 100%
  • Multiple Sclerosis 100%
  • Neural Network 33%

• Proposal of Semantic Annotation for German Metadata Using Bidirectional Recurrent Neural Networks

  Ulrich, H., Uzunova, H., Handels, H. & Ingenerf, J., 25.05.2022, In: Studies in Health Technology and Informatics. 294, p. 357-361 5 p.

  Research output: Journal Articles › Journal articles › Research › peer-review

  • Recurrent Neural Network 100%
  • Semantic Annotation 100%
  • Data Integration 100%
  • Bidirectional Recurrent Neural Network 100%
  • Learning System 100%

• Unsupervised Non-correspondence Detection in Medical Images Using an Image Registration Convolutional Neural Network.

  Andresen, J., Kepp, T., Ehrhardt, J., Burchard, C. V. D., Roider, J. & Handels, H., 2022, Lecture Notes in Computer Science. Springer, p. 3-7

  Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review

  • Convolutional Neural Network 100%
  • Writing 100%

• Unsupervised Segmentation of Wounds in Optical Coherence Tomography Images Using Invariant Information Clustering

  Andresen, J., Kepp, T., Wang-Evers, M., Ehrhardt, J., Manstein, D. & Handels, H., 05.04.2022, Bildverarbeitung für die Medizin 2022: Proceedings of the German Workshop on Medical Image Computing. p. 1-6 6 p. (Informatik Aktuell).

  Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review

  • Annotation 100%
  • Convolutional Neural Network 100%
  • Field Research 50%
  • Unsupervised Clustering 50%
  • Clustering Method 50%
• 2021

  Bildverarbeitung für die Medizin 2021 - Proceedings, German Workshop on Medical Image Computing, Regensburg, March 7-9, 2021

  Palm, C. (Editor), Deserno, T. M. (Editor), Handels, H. (Editor), Maier, A. (Editor), Maier-Hein, K. H. (Editor) & Tolxdorff, T. (Editor), 2021, Springer Vieweg, Wiesbaden. (Informatik aktuell)

  Research output: Books/Anthologies/Proceedings/Theses › Conference proceedings › Research

• Characterization of brain tumor tissue with 1310 nm optical coherence tomography

  Strenge, P., Lange, B., Grill, C., Draxinger, W., Danicke, V., Theisen-Kunde, D., Handels, H., Bonsanto, M. M., Hagel, C., Huber, R. & Brinkmann, R., 04.03.2021, p. 61.

  Research output: Contribution to conference › Conference Papers › peer-review

• CNN-based joint non-correspondence detection and registration of retinal optical coherence tomography images

  Andresen, J., Kepp, T., Ehrhardt, J., von der Burchard, C., Roider, J. & Handels, H., 2021, p. 20-21.

  Research output: Contribution to conference › Conference Papers › peer-review

• Creating a depth-resolved OCT-dataset for supervised classification based on ex vivo human brain samples

  Strenge, P., Lange, B., Grill, C., Draxinger, W., Danicke, V., Theisen-Kunde, D., Handels, H., Hagel, C., Bonsanto, M. M., Huber, R. & Brinkmann, R., 04.03.2021, p. 60.

  Research output: Contribution to conference › Conference Papers › peer-review

• CT Normalization by Paired Image-to-image Translation for Lung Emphysema Quantification

  Lange, I., Jacob, F., Frydrychowicz, A., Handels, H. & Ehrhardt, J., 27.02.2021, Bildverarbeitung für die Medizin 2021. Palm, C., Deserno, T. M., Handels, H., Maier, A., Maier-Hein, K. & Tolxdorff, T. (eds.). Springer Vieweg, Wiesbaden, p. 276-281 6 p. (Informatik aktuell).

  Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review

  • Emphysema 100%
  • Image Translation 100%
  • Siemens 50%
  • Classical Method 50%
  • Image Quality 40%

• Deep-Learning-Based Feature Encoding of Clinical Parameters for Patient Specific CTA Dose Optimization

  Fleitmann, M., Uzunova, H., Stroth, A. M., Gerlach, J., Fürschke, A., Barkhausen, J., Bischof, A. & Handels, H., 2021, Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST. Springer Science and Business Media Deutschland GmbH, p. 315-322 8 p. (Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST; vol. 362 LNICST).

  Research output: Chapters in Books/Reports/Conference Proceedings › Chapter › peer-review

• Guided Filter Regularization for Improved Disentanglement of Shape and Appearance in Diffeomorphic Autoencoders

  Uzunova, H., Handels, H. & Ehrhardt, J., 2021, 12 p. (Proceedings of Machine Learning Research-Under Review)

  Research output: Books/Anthologies/Proceedings/Theses › Books › peer-review

  • Autoencoder 100%
  • Regularization 100%
  • Training Dataset 25%
  • Training Process 25%
  • Global Template 25%

• Improved SELFF-OCT using motion correction and artifact detection

  Huttmann, G., Wunderlich, M., Koch, P., Sudkamp, H., Theisen-Kunde, D., Kepp, T., Handels, H., von der Burchard, C. & Roider, J., 2021, In: Investigative Ophthalmology and Visual Science. 62, p. 2527 1 p.

  Research output: Journal Articles › Journal articles › Research › peer-review

• New Multiple Sclerosis Lesion Detection with Convolutional Neural Registration Networks

  Andresen, J., Uzunova, H., Ehrhardt, J. & Handels, H., 2021, p. 111-114.

  Research output: Contribution to conference › Conference Papers › peer-review
• 2020

  Abstract: Multi-Scale GANs for Memory-Effcient Generation of High Resolution Medical Images

  Uzunova, H., Ehrhardt, J., Jacob, F., Frydrychowicz, A. & Handels, H., 12.02.2020, Bildverarbeitung für die Medizin 2020. Tolxdorff, T., Deserno, T. M., Handels, H., Maier, A. & Maier-Hein, K. H. (eds.). Wiesbaden: Springer Vieweg, Wiesbaden, p. 286-286 1 p. (Informatik aktuell).

  Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review

  • High Resolution 100%
  • Medical Image 100%
  • Multiscale 100%
  • Image Synthesis 100%
  • Generative Adversarial Networks 100%

• Abstract: Segmentation of Retinal Low-Cost Optical Coherence Tomography Images Using Deep Learning

  Kepp, T., Sudkamp, H., von der Burchard, C., Schenke, H., Koch, P., Hüttmann, G., Roider, J., Heinrich, M. P. & Handels, H., 12.02.2020, Bildverarbeitung für die Medizin 2020. Tolxdorff, T., M. Deserno, T., Handels, H., Maier, A., H. Maier-Hein, K. & Palm, C. (eds.). Springer Vieweg, Wiesbaden, p. 183-183 1 p. (Informatik aktuell).

  Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review

  • Health Care Cost 100%
  • Optical Coherence Tomography 100%
  • Age-Related Macular Degeneration 100%
  • Recurrent Disease 33%
  • Biological Marker 33%

• Automatic anatomical structure detection in aortic CT angiography

  Pallenberg, R., Fleitmann, M., Soika, K. L. & Handels, H., 2020, p. 157-160. 4 p.

  Research output: Contribution to conference › Conference Papers › peer-review

• Automatic quality measurement of aortic contrast-enhanced CT angiographies for patient-specific dose optimization

  Pallenberg, R., Fleitmann, M., Soika, K., Stroth, A. M., Gerlach, J., Fürschke, A., Barkhausen, J., Bischof, A. & Handels, H., 01.10.2020, In: International Journal of Computer Assisted Radiology and Surgery. 15, 10, p. 1611-1617 7 p.

  Research output: Journal Articles › Journal articles › Research › peer-review

  • Angiography 100%
  • Individual Patient 100%
  • localization algorithm 25%

• Bildverarbeitung für die Medizin 2020

  Tolxdorff, T. (Editor), Deserno, T. M. (Editor), Handels, H. (Editor), Maier, A. (Editor), Maier-Hein, K. H. (Editor) & Palm, C. (Editor), 12.02.2020, Springer Vieweg, Wiesbaden. 351 p. (Informatik aktuell)

  Research output: Books/Anthologies/Proceedings/Theses › Anthologies › peer-review

  • Chlorpheniramine Maleate 100%

• Computer-Assisted Quality Assessment of Aortic CT Angiographies for Patient-Individual Dose Adjustment

  Fleitmann, M., Soika, K., Stroth, A. M., Gerlach, J., Fürschke, A., Hunold, P., Barkhausen, J., Bischof, A. & Handels, H., 16.06.2020, Volume 270: Digital Personalized Health and Medicine. Pape-Haugaard, L. B., Lovis, C., Madsen, I. C., Weber, P., Nielsen, P. H. & Scott, P. (eds.). IOS Press, Vol. 270. p. 123 - 127 5 p. (Studies in Health Technology and Informatics).

  Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review

  • Contrast Medium 100%
  • Motion 10%
  • Tincture of Iodine 10%
  • Radiology Information System 10%
  • Patient Coding 10%

• Deep-Learning-Based Feature Encoding of Clinical Parameters for Patient Specific CTA Dose Optimization

  Fleitmann, M., Uzunova, H., Stroth, A. M., Gerlach, J., Fürschke, A., Barkhausen, J., Bischof, A. & Handels, H., 2020, MobiHealth 2020: Wireless Mobile Communication and Healthcare. Ye, J., M. J. O., Civitarese, G. & Yordanova, K. (eds.). Springer, Cham, p. 315-322 8 p. (Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering).

  Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review

  • Contrast Medium 100%
  • Angiography 66%
  • Low Drug Dose 33%
  • Neural Network 33%

• Evaluating White Matter Lesion Segmentations with Refined Sørensen-Dice Analysis

  Carass, A., Roy, S., Gherman, A., Reinhold, J. C., Jesson, A., Arbel, T., Maier, O., Handels, H., Ghafoorian, M., Platel, B., Birenbaum, A., Greenspan, H., Pham, D. L., Crainiceanu, C. M., Calabresi, P. A., Prince, J. L., Roncal, W. R. G., Shinohara, R. T. & Oguz, I., 01.12.2020, In: Scientific Reports. 10, 1, 8242.

  Research output: Journal Articles › Journal articles › Research › peer-review

  • Image Segmentation 66%
  • segmentation algorithm 66%
  • Case Study 66%
  • Parsing 33%
  3 Citations (Scopus)

• Generation of Annotated Brain Tumor MRIs with Tumor-induced Tissue Deformations for Training and Assessment of Neural Networks

  Uzunova, H., Ehrhardt, J. & Handels, H., 29.09.2020, MICCAI 2020: Medical Image Computing and Computer Assisted Intervention – MICCAI 2020. L. Martel, A., Abolmaesumi, P., Stoyanov, D., Mateus, D., A. Zuluaga, M., Zhou, S. K., Racoceanu, D. & Joskowicz, L. (eds.). Springer, Cham, p. 501-511 11 p. (Lecture Notes in Computer Science).

  Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review

  • Annotation 100%
  • Learning System 100%
  • Machine Learning 100%
  • Training Data 100%
  • Probabilistic Approach 100%

• Memory-efficient GAN-based domain translation of high resolution 3D medical images

  Uzunova, H., Ehrhardt, J. & Handels, H., 12.2020, In: Computerized Medical Imaging and Graphics. 86, 101801.

  Research output: Journal Articles › Journal articles › Research › peer-review

  • Generative Adversarial Networks 100%
  • Graphics Processing Unit 25%
  • Resolution Scheme 25%
  • Global Information 25%
  • Image Synthesis 25%

• Patientenindividuelle Optimierung der Kontrastmittelapplikation bei der CT Angiografie der Aorta

  Stroth, A., Fürschke, A., Gerlach, J., Barkhausen, J., Bischof, A., Fleitmann, M., Soika, K. & Handels, H., 2020, In: Fortschr Röntgenstr. 192, p. 28 - 28 1 p.

  Research output: Journal Articles › Journal articles › Research › peer-review

• Quantitative comparison of generative shape models for medical images

  Uzunova, H., Kaftan, P., Wilms, M., Forkert, N. D., Handels, H. & Ehrhardt, J., 12.02.2020, Bildverarbeitung für die Medizin 2020. Tolxdorff, T., M. Deserno, T., Handels, H., Maier, A., Maier-Hein, K. H. & Palm, C. (eds.). Springer Vieweg, Wiesbaden, p. 201-207 7 p. (Informatik aktuell).

  Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review

  • Limitations 100%
  • Medical Image 100%
  • Deep Learning Method 100%
  • Variational Autoencoder 100%
  • Image Analysis 100%

• Registration with probabilistic correspondences — Accurate and robust registration for pathological and inhomogeneous medical data

  Krüger, J., Schultz, S., Handels, H. & Ehrhardt, J., 01.2020, In: Computer Vision and Image Understanding. 190, 102839.

  Research output: Journal Articles › Journal articles › Research › peer-review

  • Speed-up 100%
  • Image Sparse Representation 100%
  • Discrete Optimization 100%
  • Optimization Criterion 100%
  • Quantitative Evaluation 100%

• Segmentation of retinal low-cost optical coherence tomography images using deep learning

  Kepp, T., Sudkamp, H., Von Der Burchard, C., Schenke, H., Koch, P., Hüttmann, G., Roider, J., Heinrich, M. P. & Handels, H., 16.03.2020, Medical Imaging 2020: Computer-Aided Diagnosis. K. Hahn , H. & A. Mazurowski, M. (eds.). SPIE, Vol. 11314. 8 p. 113141O. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 11314).

  Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review

  • Health Care Cost 100%
  • Optical Coherence Tomography 100%
  • Convolutional Neural Network 100%
  • Deep Learning Method 100%
  • Neural Network 100%

• Student Conference Proceedings 2020: 9th Conference on Medical Engineering Science and 5th Conference on Medical Informatics and 3rd Conference on Biomedical Engineering and 2nd Conference on Auditory Technology

  Buzug, T. (Editor), Handels, H. (Editor), Klein, S. (Editor) & Mertins, A. (Editor), 03.2020, Lübeck: Infinite Science Publishing. 384 p. (Student Conference Proceedings )

  Research output: Books/Anthologies/Proceedings/Theses › Anthologies › peer-review
• 2019

  A probabilistic approach for the registration of images with missing correspondences

  Krüger, J., Ehrhardt, J., Schultz, S. & Handels, H., 16.03.2019, Medical Imaging 2019: Image Processing. SPIE, Vol. 10949. p. 1094925-1 - 10949251-8 8 p. (Proceedings of SPIE).

  Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review

  • Speed-up 100%
  • Image Sparse Representation 100%
  • Resolution Scheme 100%
  • Optimization Criterion 100%
  • Probabilistic Approach 100%

• Bayesian inference for uncertainty quantification in point-based deformable image registration

  Schultz, S., Krüger, J., Handels, H. & Ehrhardt, J., 16.03.2019, Medical Imaging 2019: Image Processing. SPIE, Vol. 10949. p. 109491S-1- 109491S-8 8 p. (Proceedings of SPIE).

  Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review

  • Uncertainty Quantification 100%
  • Posterior Distribution 100%
  • Registration Error 100%
  • Image Data 50%
  • Regularization 50%

• Bildverarbeitung für die Medizin 2019

  Handels, H., Deserno, T. M., Maier, A., Maier-Hein, K. H., Palm, C. & Tolxdorff, T., 01.03.2019, Springer Verlag. 356 p. (Informatik aktuell)

  Research output: Books/Anthologies/Proceedings/Theses › Anthologies › peer-review

  • Convolutional Neural Network 100%
  • Filtration 100%
  • Automatic Detection 100%
  • U-Net 100%
  • Joints (Structural Components) 50%

• Evaluation of Image Processing Methods for Clinical Applications: Mimicking Clinical Data Using Conditional GANs

  Uzunova, H., Schultz, S., Handels, H. & Ehrhardt, J., 01.01.2019, Bildverarbeitung für die Medizin 2019. Springer Verlag, p. 15-20 6 p. (Informatik aktuell).

  Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review

  • Clinical Data 100%
  • Image Processing Method 100%
  • Clinical Application 100%
  • Magnetic Resonance Imaging 100%
  • Annotation 25%

• Guest editorial of the IJCARS—BVM 2018 special issue

  Maier, A., Deserno, T. M., Handels, H., Maier-Hein, K., Palm, C. & Tolxdorff, T., 17.01.2019, In: International Journal of Computer Assisted Radiology and Surgery. 14, 1, 2 p.

  Research output: Journal Articles › Journal articles › Research › peer-review

  • Computer Assisted Tomography 100%
  • Arm 100%
  • Lung 100%
  • Linear Regression Analysis 100%
  • Tomography 100%

• IJCARS: BVM 2019 special issue

  Maier, A., Deserno, T. M., Handels, H., Maier-Hein, K., Palm, C. & Tolxdorff, T., 01.11.2019, In: International Journal of Computer Assisted Radiology and Surgery. 14, 11, p. 1823-1824 2 p.

  Research output: Journal Articles › Editorial

• Interpretable Explanations of Black Box Classifiers Applied on Medical Images by Meaningful Perturbations Using Variational Autoencoders

  Uzunova, H., Ehrhardt, J., Kepp, T. & Handels, H., 15.03.2019, Medical Imaging 2019: Image Processing. SPIE, Vol. 10949. p. 1094911-1 – 1094911-8 8 p. (Proceedings of SPIE).

  Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review

  • Variational Autoencoder 100%
  • Neural Network 100%
  • Magnetic Resonance Imaging 100%
  • Trained Neural Network 50%
  • Learning System 50%

• Model-based sparse-to-dense image registration for realtime respiratory motion estimation in image-guided interventions

  Ha, I. Y., Wilms, M., Handels, H. & Heinrich, M. P., 01.02.2019, In: IEEE Transactions on Biomedical Engineering. 66, 2, p. 302-310 9 p., 8360027.

  Research output: Journal Articles › Journal articles › Research › peer-review

  • Image Registration 100%
  • Image-Guided Intervention 100%
  • DNA Template 50%
  • Lung 50%
  • Magnetic Resonance Imaging 50%
  1 Citation (Scopus)

• Multi-scale GANs for Memory-efficient Generation of High Resolution Medical Images

  Uzunova, H., Ehrhardt, J., Jacob, F., Frydrychowicz, A. & Handels, H., 10.10.2019, MICCAI 2019: Medical Image Computing and Computer Assisted Intervention – MICCAI 2019. Shen, D., Liu, T., M. Peters, T., Staib, L. H., Essert, C., Zhou, S., Yap, P.-T. & Khan, A. (eds.). Cham: Springer Verlag, Vol. 11769. p. 112-120 9 p. (Lecture Notes in Computer Science ; vol. 11769 LNCS).

  Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review

  • Generative Adversarial Networks 100%
  • Graphics Processing Unit 33%
  • Resolution Scheme 33%
  • Use Case 33%

• Robust GPU-based virtual reality simulation of radio-frequency ablations for various needle geometries and locations

  Kath, N., Handels, H. & Mastmeyer, A., 01.11.2019, In: International Journal of Computer Assisted Radiology and Surgery. 14, 11, p. 1825-1835 11 p.

  Research output: Journal Articles › Journal articles › Research › peer-review

  • Graphics Processing Unit 100%
  • Virtual Reality 100%
  • Frequency Ablation 100%
  • Radio Frequency 100%
  • Radiofrequency Ablation 100%
  2 Citations (Scopus)

• Segmentation of mouse skin layers in optical coherence tomography image data using deep convolutional neural networks

  Kepp, T., Droigk, C., Casper, M., Evers, M., Hüttmann, G., Salma, N., Manstein, D., Heinrich, M. P. & Handels, H., 07.2019, In: Biomedical Optics Express. 10, 7, p. 3484-3496 13 p.

  Research output: Journal Articles › Journal articles › Research › peer-review

  • Convolutional Neural Network 100%
  • U-Net 100%
  • Image Data 100%
  • Random Forest 100%
  • Optical Coherence Tomography 100%
  9 Citations (Scopus)

• Simulation von Radiofrequenzablationen für die Leberpunktion in 4D-VR-Simulationen

  Kath, N., Handels, H. & Mastmeyer, A., 01.01.2019, Bildverarbeitung für die Medizin 2019. Springer Verlag, p. 289-294 6 p. (Informatik aktuell).

  Research output: Chapters in Books/Reports/Conference Proceedings › Conference contribution › peer-review

• Student Conference Proceedings 2019: 8th Conference on Medical Engineering Science and 4th Conference on Medical Informatics and 2nd Conference on Biomedical Engineering and 1st Conference on Auditory Technology

  Buzug, T. M. (Editor), Handels, H. (Editor), Klein, S. (Editor), Mertins, A. (Editor), Debbeler, C. (Editor), Gräfe, K. (Editor), Wrage, J.-H. (Editor), Venker, S. (Editor) & Böhme, M. (Editor), 2019, Lübeck: Infinite Science Publishing. (Student Conference Proceedings)

  Research output: Books/Anthologies/Proceedings/Theses › Anthologies › peer-review