Horst Bischof

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

1989 …2021
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Research Output 1989 2019

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Conference contribution
2019

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. p. 2894-2897

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Computer vision
Partial differential equations
Artificial intelligence

HiBsteR: Hierarchical Boosted Deep Metric Learning for Image Retrieval

Waltner, G., Opitz, M., Possegger, H. & Bischof, H., 8 Jan 2019, (Submitted) 2019 IEEE Winter Conference on Applications of Computer Vision (WACV) .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Semi-supervised Detector Training with Prototypes for Vehicle Detection

Waltner, G., Opitz, M., Krispel, G., Possegger, H. & Bischof, H., Jun 2019, (Accepted/In press) 2019 IEEE Intelligent Transportation Systems Conference, ITSC 2019. Institute of Electrical and Electronics Engineers, 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

2018

An Intent-Based Automated Traffic Light for Pedestrians

Ertler, C., Possegger, H., Opitz, M. & Bischof, H., 2018, (Accepted/In press) IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Being lazy at labelling for pose estimation

Poier, G., Schinagl, D. & Bischof, H., 2018, Proceedings of the OAGM Workshop 2018. Graz: Verlag der Technischen Universität Graz, p. 130

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access

Deep 2.5D Vehicle Classification with Sparse SfM Depth Prior for Automated Toll Systems

Waltner, G., Maurer, M., Holzmann, T., Ruprecht, P., Opitz, M., Possegger, H., Fraundorfer, F. & Bischof, H., 7 Dec 2018, 2018 IEEE Intelligent Transportation Systems Conference, ITSC 2018. Institute of Electrical and Electronics Engineers, Vol. 2018-November. p. 3212-3217 6 p. 8569670

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Computer vision
Cameras
Neural networks
Data storage equipment

Instance segmentation and tracking with cosine embeddings and recurrent hourglass networks

Payer, C., Štern, D., Neff, T., Bischof, H. & Urschler, M., 16 Sep 2018, Medical Image Computing and Computer Assisted Intervention – MICCAI 2018 - 21st International Conference, 2018, Proceedings. Springer Verlag Heidelberg, p. 3-11 9 p. (Lecture Notes in Computer Science; vol. 11071 ).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Recurrent Networks
Network architecture
Segmentation
Labels
Network Architecture

Multi-label Whole Heart Segmentation using Anatomical Label Configurations and CNNs

Payer, C., Štern, D., Bischof, H. & Urschler, M., May 2018, Proceedings of the OAGM Workshop 2018: Medical Image Analysis. Welk, M., Urschler, M. & Roth, P. M. (eds.). Verlag der Technischen Universität Graz, p. 6 1 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access

Multi-label Whole Heart Segmentation Using CNNs and Anatomical Label Configurations

Payer, C., Stern, D., Bischof, H. & Urschler, M., 15 Mar 2018, Statistical Atlases and Computational Models of the Heart. ACDC and MMWHS Challenges. STACOM 2017. Pop, M. (ed.). Springer, Vol. 10663. p. 190-198 9 p. (Lecture Notes in Computer Science).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Personalized Dietary Self-Management Using Mobile Vision-Based Assistance

Luley, P., Lindschinger, M., Schmid, I., Scheitz, W., Bischof, H. & Paletta, L., 2018, New Trends in Image Analysis and Processing - ICIAP 2017: ICIAP International Workshops, WBICV, SSPandBE, 3AS, RGBD, NIVAR, IWBAAS, and MADiMa 2017, Catania, Italy, September 11-15, 2017, Revised selected Papers.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Semantic 3D Models from Real World Scene Recordings for Traffic Accident Simulation

Mohr, L., Öttl, M., Haberl, M., Rüther, M. & Bischof, H., 16 Apr 2018, Proceedings of 7th Transport Research Arena TRA 2018.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Highway accidents
Semantics
Advanced driver assistance systems
Urban planning
Flow simulation

Semantically Aware Urban 3D Reconstruction with Plane-Based Regularization

Holzmann, T., Maurer, M., Fraundorfer, F. & Bischof, H., 2018, Computer Vision – ECCV 2018: 15th European Conference, Munich, Germany, September 8-14, 2018, Proceedings, . Springer, p. 487-503 (Lecture Notes in Computer Science; vol. 11218).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File

UAV-Anwendungen im Bergbau - Modellversuche als Beitrag zur photogrammetrischen Forschung und Entwicklung

Tscharf, A., Schenk, F., Mayer, G., Fraundorfer, F. & Bischof, H., 25 Jun 2018, 19. Geokinematischer Tag. Benndorf, J. (ed.). 1 ed. Vol. 2018. p. 30-43 14 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

research and development
digitization
experiment
data interpretation
automation
2017

Automated Inspection of Power Line Corridors to Measure Vegetation Undercut using UAV-based Images

Maurer, M., Hofer, M., Fraundorfer, F. & Bischof, H., Sep 2017, International Conference on Unmanned Aerial Vehicles in Geomatics. International Society for Photogrammetry and Remote Sensing

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Unmanned aerial vehicles (UAV)
Inspection
Semantics
Distance measurement
Pipelines

BIER - Boosting Independent Embeddings Robustly

Opitz, M., Waltner, G., Possegger, H. & Bischof, H., 2017, International Conference on Computer Vision (ICCV).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Der Einsatz unbemannter Flugsysteme zur Charakterisierung von gesprengtem Haufwerk

Tscharf, A., Mostegel, C., Gaich, A., Mayer, G., Fraundorfer, F. & Bischof, H., 2017, 18. Geokinematischer Tag des Institutes für Markscheidewesen und Geodäsie am 10. und 12. Mai 2017 in Freiberg.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

OctNetFusion: Learning Depth Fusion from Data

Riegler, G., Ulusoy, A. O., Bischof, H. & Geiger, A., 4 Apr 2017, Proceedings of 3DV 2017. 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Pedestrian Detection in RGB-D Images from an Elevated Viewpoint

Ertler, C. G., Possegger, H., Opitz, M. & Bischof, H., 2017, Proceedings of the 22nd Computer Vision Winter Workshop. Kropatsch, W. G., Janusch, I. & Artner, N. M. (eds.). Wien: TU Wien, Pattern Recongition and Image Processing Group

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Plane-based Surface Regularization for Urban 3D Reconstruction

Holzmann, T., Oswald, M. R., Pollefeys, M., Fraundorfer, F. & Bischof, H., 2017, 28th British Machine Vision Conference.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File

Scalable Surface Reconstruction from Point Clouds with Extreme Scale and Density Diversity

Mostegel, C., Prettenthaler, R., Fraundorfer, F. & Bischof, H., 2017, IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

2016

Accuracy related research on the use of UAVs in Mine Surveying

Tscharf, A., Rumpler, M., Mayer, G., Fraundorfer, F. & Bischof, H., Sep 2016, XVI International Mine Surveying Congress.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

A Deep Primal-Dual Network for Guided Depth Super-Resolution

Riegler, G., Ferstl, D., Rüther, M. & Bischof, H., 2016, British Machine Vision Conference. The British Machine Vision Association

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Color

ATGV-Net: Accurate Depth Super-Resolution

Riegler, G., Rüther, M. & Bischof, H., 2016, European Conference on Computer Vision. Springer International Publishing AG

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Sensors
Learning systems

Automated Segmentation of the Walkable Area from Aerial Images for Evacuation Simulation

Schenk, F., Rüther, M. & Bischof, H., 2016, Proceedings of the 2nd International Conference on Geographical Information Systems Theory, Applications and Management (GISTAM), 2016. GISTAM ed. Vol. 1. p. 125-135 11 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Antennas
Planning

BaCoN: Building a Classifier from only N Samples

Waltner, G., Opitz, M. & Bischof, H., 2016, Proceedings of the 21st Computer Vision Winter Workshop. Čehovin, L., Mandeljc, R. & Štruc, V. (eds.). Ljubljana: Slovenian Pattern Recognition Society, 7 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

File

Direct Stereo Visual Odometry Based on Lines

Holzmann, T., Fraundorfer, F. & Bischof, H., Feb 2016, 11th International Conference on Computer Vision Theory and Applications (VISAPP), 2016.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

File

Efficient Model Averaging for Deep Neural Networks

Opitz, M., Possegger, H. & Bischof, H., 2016, Asian Conference on Computer Vision (ACCV).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

File

Grid Loss: Detecting Occluded Faces

Opitz, M., Waltner, G., Poier, G., Possegger, H. & Bischof, H., 2016, European Conference on Computer Vision (ECCV).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

File

Guided sparse camera pose estimation

Schenk, F., Mohr, L., Rüther, M., Fraundorfer, F. & Bischof, H., 2016, Proceedings of The 40th Annual Workshop of the Austrian Association for Pattern Recognition (OAGM), 2016. p. 139-146 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File
Facades
Cameras
Image recording
Range finders
Distance measurement

Regularized 3D Modeling from Noisy Building Reconstructions

Holzmann, T., Fraundorfer, F. & Bischof, H., 25 Oct 2016, International Conference on 3D Vision.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

The 3D-PITOTI Project with a Focus on Multi-Scale 3D Reconstruction using Semi-Autonomous UAVs

Mostegel, C., Poier, G., Reinbacher, C., Hofer, M., Fraundorfer, F., Bischof, H., Höll, T., Holler, G. & Pinz, A., May 2016, 1st OAGM-ARW Joint Workshop: Vision Meets Robotics. p. 51-52 2 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

UAV-based Autonomous Image Acquisition with Multi-View Stereo Quality Assurance by Confidence Prediction

Mostegel, C., Rumpler, M., Fraundorfer, F. & Bischof, H., 2016, IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

UAV-Vermessung im Bergbau - Stand der Forschung und Ausblick

Tscharf, A., Rumpler, M., Mayer, G., Fraundorfer, F. & Bischof, H., May 2016, Schriftenreihe des Instituts für Markscheidewesen und Geodäsie.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Using Self- Contradiction to Learn Confidence Measures in Stereo Vision

Mostegel, C., Rumpler, M., Fraundorfer, F. & Bischof, H., 2016, IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

2015

A Framework for Articulated Hand Pose Estimation and Evaluation

Riegler, G., Ferstl, D., Rüther, M. & Bischof, H., 2015, (Accepted/In press) Scandinavian Conference on Image Analysis. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Aktueller Forschungsstand zur Genauigkeit UAV-gestützter Tagebauvermessung

Tscharf, A., Mayer, G., Rumpler, M. & Bischof, H., May 2015, Schriftenreihe des Instituts für Markscheidewesen und Geodäsie.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Anatomical landmark detection in medical applications driven by synthetic data

Riegler, G., Urschler, M., Rüther, M., Bischof, H. & Stern, D., 2015, IEEE International Conference on Computer Vision Workshop (ICCVW): TASK-CV: Transferring and Adapting Source Knowledge in Computer Vision. Institute of Electrical and Electronics Engineers, p. 85-89

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Building with Drones: Accurate 3D Facade Reconstruction using MAVs

Daftry, S., Hoppe, C. & Bischof, H., 2015, (Accepted/In press) International Conference on Robotics and Automation. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Conditioned Regression Models for Non-Blind Single Image Super-Resolution

Riegler, G., Schulter, S., Rüther, M. & Bischof, H., 2015, (Accepted/In press) International Conference on Computer Vision. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Depth Restoration via Joint Training of a Global Regression Model and CNNs

Riegler, G., Ranftl, R., Rüther, M., Pock, T. & Bischof, H., 2015, (Accepted/In press) British Machine Vision Conference. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Encoding based Saliency Detection for Videos and Images

Mauthner, T., Possegger, H., Waltner, G. & Bischof, H., 2015, (Accepted/In press) Conference on Computer Vision and Pattern Recognition. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Event-Driven Stereo Matching for Real-Time 3D Panoramic Vision

Schraml, S., Belbachier, A. N. & Bischof, H., 2015, (Accepted/In press) Conference on Computer Vision and Pattern Recognition. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Fast and accurate image upscaling with super-resolution forests

Schulter, S., Leistner, C. & Bischof, H., 2015, (Accepted/In press) Conference on Computer Vision and Pattern Recognition. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Forschungskultur - Qualitätskultur: Wie kann das Qualitätsmanagement einer Universität ein förderndes Umfeld für Forschung schaffen?

Bischof, H. & Gaberscik, G., 2015, Qualitätssicherung zwischen Diversifizierung der Hochschulen und Vereinheitlichung der Standards. Wien: Facultas Verlags- und Buchhandels AG, p. 71-78 (Beiträge zur 2. AQ Austria Jahrestagung 2014).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearch

Open Access
File

Graz Griffins’ Solution to the European Robotics Challenges 2014

Pestana Puerta, J., Prettenthaler, R., Holzmann, T., Muschick, D., Mostegel, C., Fraundorfer, F. & Bischof, H., 2015, (Accepted/In press) Austrian Robotics Workshop. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Hybrid One-Shot 3D Hand Pose Estimation by Exploiting Uncertainties

Poier, G., Roditakis, K., Schulter, S., Damien, M., Bischof, H. & Antonis, A., 2015, Proceedings of the British Machine Vision Conference (BMVC). ., p. 182.1-182.14

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File

In Defense of Color-based Model-free Tracking

Possegger, H., Mauthner, T. & Bischof, H., 2015, (Accepted/In press) Conference on Computer Vision and Pattern Recognition. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Interactive Segmentation of Rock-Art in High-Resolution 3D Reconstructions

Poier, G., Zeppelzauer, M., Reinbacher, C., Breiteneder, T., Bischof, H. & Schulter, S., 2015, Proceedings of Digital Heritage 2015. ., p. 1-8

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File

Learning Depth Calibration of Time-of-Flight Cameras

Ferstl, D., Reinbacher, C., Riegler, G., Rüther, M. & Bischof, H., 2015, (Accepted/In press) British Machine Vision Conference. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
Cameras
Calibration
Color
Sensors

Line3D: Efficient 3D Scene Abstraction for the Built Environment

Hofer, M., Maurer, M. & Bischof, H., 2015, Proceedings of the 37th German Conference on Pattern Recognition. Springer, p. 237-248

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File