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Forschungsoutput 1970 2020

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2020

FuseSeg: LiDAR Point Cloud Segmentation Fusing Multi-Modal Data

Krispel, G., Opitz, M., Waltner, G., Possegger, H. & Bischof, H., 2020, (Angenommen/In Druck) IEEE Winter Conference on Applications of Computer Vision (WACV).

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Towards Data-driven Multi-target Tracking for Autonomous Driving

Fruhwirth-Reisinger, C., Krispel, G., Possegger, H. & Bischof, H., 2020, Proceedings of the 25th Computer Vision Winter Workshop (CVWW). Ljubljana: Slovenian Pattern Recognition Society, S. 27-36

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Target tracking
Telecommunication traffic
Detectors
Object detection
2019

3D Fluid Flow Estimation with Integrated Particle Reconstruction

Lasinger, K., Vogel, C., Pock, T. & Schindler, K., 1 Jan 2019, Pattern Recognition - 40th German Conference, GCPR 2018, Proceedings. Fritz, M., Bruhn, A. & Brox, T. (Hrsg.). Springer-Verlag Italia, S. 315-332 18 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 11269 LNCS).

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Fluid Flow
Flow of fluids
Motion estimation
Fluids
Motion

A Client/Server Based Online Environment for Manual Segmentation of Medical Images

Wild, D., Weber, M. & Egger, J., 2019, The 23rd Central European Seminar on Computer Graphics (CESCG). S. 1-8

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Servers
Medical image processing
Web browsers
Medical imaging
Fault tolerance

A Client/Server based Online Environment for the Calculation of Medical Segmentation Scores

Weber, M., Wild, D., Wallner, J. & Egger, J., 2019, 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). S. 3463-3467 5 S.

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Image segmentation
Servers
Medical imaging
Radiology
Tumors

Adaptive sparse matrix-matrix multiplication on the GPU

Winter, M., Mlakar, D., Zayer, R., Seidel, H-P. & Steinberger, M., 2019, PPoPP '19, Proceedings of the 24th Symposium on Principles and Practice of Parallel Programming . New York, NY: Association of Computing Machinery, S. 68-81 14 S.

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Data storage equipment
Linear algebra
Scheduling
Graphics processing unit

Automated Computer-aided Design of Cranial Implants Using a Deep Volumetric Convolutional Denoising Autoencoder

Morais, A., Egger, J. & Alves, V., 2019, New Knowledge in Information Systems and Technologies: WorldCIST'19 2019. Rocha, Á., Adeli, H., Reis, L. & Costanzo, S. (Hrsg.). Cham: Springer, Band 1. S. 151-160 (Advances in Intelligent Systems and Computing; Band 932).

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Computer aided design
Brain
Experiments
Defects
Processing

Automatic Muck Pile Characterization from UAV Images

Schenk, F., Tscharf, A., Mayer, G. & Fraundorfer, F., 10 Jun 2019, (Eingereicht) SPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences. 8 S.

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Datei
Unmanned aerial vehicles (UAV)
Piles
Open pit mining
Learning systems
Masks

Breadth-First Search on Dynamic Graphs using Dynamic Parallelism on the GPU

Tödling, D., Winter, M. & Steinberger, M., Sep 2019, 2019 IEEE High Performance Extreme Computing Conference (HPEC). S. 1-7 7 S.

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Casting Geometric Constraints in Semantic Segmentation as Semi-Supervised Learning

Stekovic, S., Fraundorfer, F. & Lepetit, V., 2019, arXiv preprint arXiv:1904.12534.

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Supervised learning
Computer vision
Casting
Semantics
Color

Combining Variational Optimization and Deep Learning for efficient ASL image quality enhancement

Schwarzbach, M., Spann, S. M., Hammernik, K., Aigner, C. S., Pock, T. & Stollberger, R., 2019, Magnetic Resonance Materials in Physics, Biology and Medicine.

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CorNet: Generic 3D Corners for 6D Pose Estimation of New Objects without Retraining

Pitteri, G., Ilic, S. & Lepetit, V., 2019, Proceedings of the IEEE International Conference on Computer Vision Workshops.

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Computer aided design
Geometry
Color

Depth-Awareness in a System for Mixed-Reality Aided Surgical Procedures

Sylos Labini, M., Gsaxner, C., Pepe, A., Wallner, J., Egger, J. & Bevilacqua, V., 2019, Intelligent Computing Methodologies - 15th International Conference, ICIC 2019, Proceedings. Huang, Z-K., Hussain, A. & Huang, D-S. (Hrsg.). Springer Verlag Heidelberg, S. 716-726 11 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 11645 LNAI).

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Mixed Reality
Surgery
Operating rooms
Navigation
Sensing

DetectFusion: Detecting and Segmenting Both Known and Unknown Dynamic Objects in Real-time SLAM

Hachiuma, R., Pirchheim, C., Schmalstieg, D. & Saito, H., 2019, Proceedings British Machine Vision Conference (BMVC).

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Semantics
Cameras
Labels
Object detection

Effect of Multislit Collimator Motion On SparseCT Image Quality for Low-Dose CT Examinations

Chen, B., Kobler, E., Allmendinger, T., Sodickson, A., Sodickson, D. & Otazo, R., 2019, Medical Physics . Band 46(6). S. E504-E505 TH‐A‐221AB‐06

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Evaluation of CNN-based Single-Image Depth Estimation Methods

Koch, T., Liebel, L., Fraundorfer, F. & Körner, M., 2019, Proceedings ECCV 2018 Workshops.

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Force Field-Based Indirect Manipulation Of UAV Flight Trajectories

Isop, W. A. & Fraundorfer, F., 1 Nov 2019, IROS 2019. IEEE Publications, S. 1-8 8 S.

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Generalized Feedback Loop for Joint Hand-Object Pose Estimation

Oberweger, M., Wohlhart, P. & Lepetit, V., 2019, IEEE transactions on pattern analysis and machine intelligence.

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Feedback
Neural networks
Graphics processing unit

GigaPan Image-Based 3D Reconstruction for Engineering Geological Investigations

Lee, H., Mostegel, C., Fraundorfer, F. & Kieffer, D. S., 2019, IAEG/AEG Annual Meeting Proceedings, San Francisco, California, 2018. Springer International Publishing AG , Band 6. S. 207-215

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

GP2C: Geometric Projection Parameter Consensus for Joint 3D Pose and Focal Length Estimation in the Wild

Grabner, A., Roth, P. M. & Lepetit, V., 2019, Proceedings of the IEEE International Conference on Computer Vision. S. 2222-2231

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Deep learning

Guest Editorial Special Issue on Discriminative Learning for Model Optimization and Statistical Inference

Bischof, H., Zuo, W., Peng, X. & Prokhorov, D., 2019, IEEE Transactions on Neural Networks and Learning Systems. S. 2894-2897

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Computer vision
Partial differential equations
Artificial intelligence

Handseg: An automatically labeled dataset for hand segmentation from depth images

Bojja, A. K., Mueller, F., Malireddi, S. R., Oberweger, M., Lepetit, V., Theobalt, C., Yi, K. M. & Tagliasacchi, A., 2019, 2019 16th Conference on Computer and Robot Vision (CRV). S. 151-158

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Sensors
Costs

HiBsteR: Hierarchical Boosted Deep Metric Learning for Image Retrieval

Waltner, G., Opitz, M., Possegger, H. & Bischof, H., 2019, IEEE Winter Conference on Applications of Computer Vision (WACV) .

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Inverse GANs for accelerated MRI reconstruction

Narnhofer, D., Hammernik, K., Knoll, F. & Pock, T., 2019, Wavelets and Sparsity XVIII.

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Magnetic resonance
Image reconstruction
Sampling
Probability distributions
Deep learning

Joint Multi-anatomy Training of a Variational Network for Reconstruction of Accelerated Magnetic Resonance Image Acquisitions

Johnson, P. M., Muckley, M. J., Bruno, M., Kobler, E., Hammernik, K., Pock, T. & Knoll, F., 2019, Machine Learning for Medical Image Reconstruction: Second International Workshop, MLMIR 2019, Held in Conjunction with MICCAI 2019, Shenzhen, China, October 17, 2019, Proceedings. Knoll, F., Maier, A., Rueckert, D. & Ye, J. (Hrsg.). Cham: Springer, S. 71-79 (Lecture Notes in Computer Science; Band 11905).

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Knee
Anatomy
Magnetic Resonance Spectroscopy
Joints
Magnetic Resonance Imaging

Learned Collaborative Stereo Refinement

Knöbelreiter, P. & Pock, T., 2019, German Conference on Pattern Recognition. S. 3-17

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Color
Gradient methods
Statistics

Learning from the Truth: Fully Automatic Ground Truth Generation for Training of Medical Deep Learning Networks

Gsaxner, C., Roth, P. M., Wallner, J. & Egger, J., 2019, Proceedings of the Joint ARW & OAGM Workshop 2019. Pichler, A., Roth, P. M., Slabatnig, R., Stübl, G. & Vincze, M. (Hrsg.). Graz: Verlag der Technischen Universität Graz, S. 173-174

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Open Access
Image analysis
Positron emission tomography
Tomography
Neural networks
Supervised learning

Learning task-specific activation functions using genetic programming

Basirat, M. & Roth, P. M., 2019, Proceedings of the Proceedings of the 14th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications. SciTePress, Band 5. S. 533-540

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Open Access
Genetic programming
Chemical activation
Mathematical operators

Location Field Descriptors: Single Image 3D Model Retrieval in the Wild

Grabner, A., Roth, P. M. & Lepetit, V., 2019, 2019 International Conference on 3D Vision (3DV). S. 583-593

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

pixel
prediction
method

LU-Net: An Efficient Network for 3D LiDAR Point Cloud Semantic Segmentation Based on End-to-End-Learned 3D Features and U-Net

Biasutti, P., Lepetit, V., Aujol, J-F., Brédif, M. & Bugeau, A., 2019, Proceedings of the IEEE International Conference on Computer Vision Workshops.

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Semantics
Sensors
Image processing
Topology
Experiments

Markerless Image-to-Face Registration for Untethered Augmented Reality in Head and Neck Surgery

Gsaxner, C., Pepe, A., Schmalstieg, D., Egger, J. & Wallner, J., 2019, International Conference on Medical Image Computing and Computer-Assisted Intervention. S. 236-244

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Neck
Head
Physicians
Head and Neck Neoplasms
Tomography

Matwo-CapsNet: A Multi-label Semantic Segmentation Capsules Network

Bonheur, S., Stern, D., Payer, C., Pienn, M., Olschewski, H. & Urschler, M., 2019, Medical Image Computing and Computer Assisted Intervention – MICCAI 2019. Cham: Springer, S. 664-672 (Lecture Notes in Computer Science; Band 11768).

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Labels
Semantics
Computer vision
X rays

Multiple View Geometry in Remote Sensing: An Empirical Study based on Pléiades Satellite Images

Perko, R., Schardt, M., Piermattei, L., Auer, S. & Roth, P. M., 2019, Proceedings of the IEEE International Geoscience and Remote Sensing Symposium. S. 3629-3632

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

remote sensing
computer vision
geometry
ground control
photogrammetry

MURAUER: Mapping Unlabeled Real Data for Label AUstERity

Poier, G., Opitz, M., Schinagl, D. & Bischof, H., 2019, IEEE Winter Conference on Applications of Computer Vision.

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

On Object Symmetries and 6D Pose Estimation from Images

Pitteri, G., Ramamonjisoa, M., Ilic, S. & Lepetit, V., 2019, 2019 International Conference on 3D Vision (3DV). S. 614-622

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Learning algorithms
Learning systems

On the estimation of the Wasserstein distance in generative models

Pinetz, T., Soukup, D. & Pock, T., 2019, German Conference on Pattern Recognition. S. 156-170

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Cost functions
Probability distributions

Pattern Recognition and Mixed Reality for Computer-Aided Maxillofacial Surgery and Oncological Assessment

Pepe, A., Trotta, G. F., Gsaxner, C., Schmalstieg, D., Wallner, J., Egger, J. & Bevilacqua, V., 2019, BMEiCON 2018 - 11th Biomedical Engineering International Conference. 8609921

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

surgery
pattern recognition
Surgery
Pattern recognition
earphones

Regularization of Building Boundaries in Satellite Images Using Adversarial and Regularized Losses

Zorzi, S. & Fraundorfer, F., 1 Jul 2019, IGARSS 2019. IEEE Publications, S. 5140-5143 4 S.

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

RESLAM: A real-time robust edge-based SLAM system

Schenk, F. & Fraundorfer, F., 20 Mai 2019, Proceedings of the International Conference on Robotics and Automation 2019. 8 S.

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Datei
Cameras
Sensors
Program processors
Robotics
Pipelines

Rotational Alignment of IMU-camera Systems with 1-Point RANSAC

Banglei, G., Su, A., Li, Z. & Fraundorfer, F., 2019, Pattern Recognition and Computer Vision. Lin, Z. (Hrsg.). Cham: Springer, S. 172-183 (Lecture Notes in Computer Science; Nr. 11859).

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Cameras
Detectors

Semi-supervised Detector Training with Prototypes for Vehicle Detection

Waltner, G., Opitz, M., Krispel, G., Possegger, H. & Bischof, H., Nov 2019, 2019 IEEE Intelligent Transportation Systems Conference, ITSC 2019. Institute of Electrical and Electronics Engineers, S. 4261-4266 6 S.

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Detectors
Labels
Neural networks

Shading atlas streaming demonstration

Müller, J., Neff, T., Voglreiter, P., Mlakar, M., Steinberger, M. & Schmalstieg, D., 2019, ACM SIGGRAPH 2019 Emerging Technologies. Association of Computing Machinery, 22

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Virtual reality
Demonstrations
Servers
Motion Picture Experts Group standards
Image quality

SLIM-A Scalable and Lightweight Indoor-Navigation MAV as Research and Education Platform

Isop, W. A. & Fraundorfer, F., 2019, Robotics and Education: RiE 2019. Cham: Springer, S. 182-195 (Advances in Intelligent Systems and Computing; Band 1023).

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Navigation
Education
Antennas
Computer graphics
Computer vision

Sparse-to-Dense Hypercolumn Matching for Long-Term Visual Localization

Germain, H., Bourmaud, G. & Lepetit, V., 2019, 2019 International Conference on 3D Vision (3DV). S. 513-523

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Cameras

Speed invariant time surface for learning to detect corner points with event-based cameras

Lepetit, V., Manderscheid, J., Sironi, A., Bourdis, N. & Migliore, D., 2019, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. S. 10245-10254

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Cameras
Program processors
Experiments

Time Discrete Geodesics in Deep Feature Spaces for Image Morphing

Effland, A., Kobler, E., Pock, T. & Rumpf, M., 2019, Scale Space and Variational Methods in Computer Vision: SSVM 2019. Lellmann, J., Burger, M. & Modersitzki, J. (Hrsg.). Cham: Springer, S. 171-182 (Lecture Notes in Computer Science; Band 11603).

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Splines
Computer vision
Interpolation
Textures
Semantics

Towards SLAM-based Outdoor Localization using Poor GPS and 2.5D Building Models

Arth, C., Liu, R., Zhang, J. & Chen, S., 2019, 2019 IEEE International Symposium on Mixed and Augmented Reality (ISMAR). Institute of Electrical and Electronics Engineers, 7 S.

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Global positioning system
Cameras

TrackCap: Enabling Smartphones for 3D Interaction on Mobile Head-Mounted Displays

Mohr-Ziak, P., Tatzgern, M., Langlotz, T., Lang, A., Schmalstieg, D. & Kalkofen, D., 2019, Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems. 585 S.

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Smartphones
Display devices
Helmet mounted displays
Sensors

UAV-gestütze Vermessung im Bergbau - Abschätzung der Genauigkeit bei Verwendung von Structure from Motion

Tscharf, A., Mayer, G., Fraundorfer, F. & Bischof, H., 16 Mai 2019, Schriftenreihe des Instituts für Markscheidewesen und Geodäsie an der Technischen Universität Bergakademie Freiberg. Benndorf, J. (Hrsg.). Band 2019-1. S. 78-92 15 S.

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Using Synthetic Training Data for Deep Learning-Based GBM Segmentation

Lindner, L., Narnhofer, D., Weber, M., Gsaxner, C., Egger, J. & Kolodziej, M., 2019, 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). Institute of Electrical and Electronics Engineers, S. 6724-6729 6 S.

Publikation: Beitrag in Buch/Bericht/KonferenzbandBeitrag in einem KonferenzbandForschungBegutachtung

Medical image processing
Neural networks
Magnetic resonance
Image segmentation
Tumors