Horst Bischof

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

1989 …2021
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Research Output 1989 2019

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

Integrating spatial configuration into heatmap regression based CNNs for landmark localization

Bischof, H., Stern, D., Payer, C. & Urschler, M., 2019, Medical image analysis, p. 207-219.

Research output: Contribution to specialist publicationArticleResearchpeer-review

Segmenting and tracking cell instances with cosine embeddings and recurrent hourglass networks

Bischof, H., Payer, C., Stern, D., Feiner, M. & Urschler, M., 2019, Medical image analysis, p. 106-119.

Research output: Contribution to specialist publicationArticleResearchpeer-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

Deep 2.5 D 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., 2018, In : arXiv.org e-Print archive. 6 p.

Research output: Contribution to journalArticleResearchpeer-review

Deep Metric Learning with BIER: Boosting Independent Embeddings Robustly

Opitz, M., Waltner, G., Possegger, H. & Bischof, H., 2018, IEEE Transactions on Pattern Analysis and Machine Intelligence.

Research output: Contribution to specialist publicationArticleResearchpeer-review

Guest Editorial Introduction to the Special Issue on Large Scale and Nonlinear Similarity Learning for Intelligent Video Analysis

Zuo, W., Lin, L., Yuille, A. L., Bischof, H., Zhang, L. & Porikli, F., 1 Oct 2018, In : IEEE Transactions on Circuits and Systems for Video Technology. 28, 10, p. 2441-2448 8 p., 8482249.

Research output: Contribution to journalReview articleResearchpeer-review

Innovativ und Autonom: Test Bestanden

Flügge, B. & Bischof, H., 2018, Smart Mobility in der Praxis: Das Auto--unverzichtbar für den intermodalen Verkehr?.

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

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

Integrated computer-aided forensic case analysis, presentation, and documentation based on multimodal 3D data

Bornik, A., Urschler, M., Schmalstieg, D., Bischof, H., Krauskopf, A., Schwark, T., Scheurer, E. & Yen, K., Jun 2018, In : Forensic science international. 287, p. 12-24 13 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
Documentation
Tomography
Crime
Magnetic Resonance Imaging
Photography

Learning Pose Specific Representations by Predicting Different Views

Poier, G., Schinagl, D. & Bischof, H., 2018, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition.

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

Mapping Forests: A Comprehensive Approach for Nonlinear Mapping Problems

Jampour, M., Moin, M-S., Yu, L-F. & Bischof, H., 2018, In : Journal of Mathematical Imaging and Vision.

Research output: Contribution to journalArticleResearchpeer-review

Member of Editorial Board of Universal Computer Science

Bischof, H., 2018, In : Journal of Universal Computer Science .

Research output: Contribution to journalEditorialResearchpeer-review

Member of Editorial Board Pattern Recognition

Bischof, H., 2018, In : Pattern recognition.

Research output: Contribution to journalEditorialResearchpeer-review

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

MURAUER: Mapping Unlabeled Real Data for Label AUstERity

Poier, G., Opitz, M., Schinagl, D. & Bischof, H., 23 Nov 2018, In : arXiv.org e-Print archive. 14 p.

Research output: Contribution to journalArticleResearchpeer-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

Prioritized multi-view stereo depth map generation using confidence prediction

Mostegel, C., Fraundorfer, F. & Bischof, H., 2018, In : ISPRS journal of photogrammetry and remote sensing.

Research output: Contribution to journalArticleResearchpeer-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

Spatiotemporal Saliency Estimation by Spectral Foreground Detection

Aytekin, Ç., Possegger, H., Mauthner, T., Kiranyaz, S., Bischof, H. & Gabbouj, M., 2018, In : IEEE Transactions on Multimedia. 20, 1, p. 82-95

Research output: Contribution to journalArticleResearchpeer-review

Towards an Autonomous Vision-based Inventory Drone

Maurer, M., Pestana Puerta, J., Fraundorfer, F. & Bischof, H., 5 Oct 2018.

Research output: Contribution to conferencePosterResearch

Navigation
Warehouses
Logistics
Sensors
Drones

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

A Detailed Description of Direct Stereo Visual Odometry Based on Lines

Holzmann, T., Fraundorfer, F. & Bischof, H., 9 Aug 2017, In : Communications in Computer and Information Science. 693

Research output: Contribution to journalArticleResearchpeer-review

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

Evaluations on multi-scale camera networks for precise and geo-accurate reconstructions from aerial and terrestrial images with user guidance

Rumpler, M., Tscharf, A., Mostegel, C., Daftry, S., Hoppe, C., Prettenthaler, R., Fraundorfer, F., Mayer, G. & Bischof, H., 2017, In : Computer vision and image understanding. 157, p. 255-273

Research output: Contribution to journalArticleResearchpeer-review

Face Inpainting based on High-Level Facial Attributes

Jampour, M., Chen, L., Yu, L-F., Zhou, K., Lin, S. & Bischof, H., 1 Aug 2017, In : Computer vision and image understanding. 161, C

Research output: Contribution to journalArticleResearchpeer-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

Package Delivery Experiments with a Camera Drone

Pestana Puerta, J., Maurer, M., Muschick, D., Adlakha, D., Bischof, H. & Fraundorfer, F., 12 May 2017.

Research output: Contribution to conferencePaperResearchpeer-review

Trucks
Cameras
Landing
Demonstrations
Experiments

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

Simultaneous Multi-Person Detection and Single-Person Pose Estimation With a Single Heatmap Regression Network

Payer, C., Neff, T., Bischof, H., Urschler, M. & Štern, D., Oct 2017.

Research output: Contribution to conferenceAbstractResearchpeer-review

The 3D-Pitoti Dataset: A Dataset for high-resolution 3D Surface Segmentation

Poier, G., Seidl, M., Zeppelzauer, M., Reinbacher, C., Schaich, M., Bellandi, G., Marretta, A. & Bischof, H., 2017.

Research output: Contribution to conferencePaperResearchpeer-review

Open Access
File
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

An Event-Driven Stereo System for Real-Time 3-D 360° Panoramic Vision

Schraml, S., Belbachier, A. N. & Bischof, H., 2016, In : IEEE Transactions on Industrial Electronics. 63, 1, p. 418-428

Research output: Contribution to journalArticleResearchpeer-review

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 3D Scene Abstraction Using Line Segments

Hofer, M., Maurer, M. & Bischof, H., 29 Mar 2016, In : Computer vision and image understanding.

Research output: Contribution to journalArticleResearchpeer-review

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