Horst Bischof

Research output

Research output per year 1989 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2023

• 624 Conference paper
• 115 Article
• 28 Chapter
• 13 Other report
• 60 More
  • 12 Anthology
  • 12 Poster
  • 11 (Old data) Lecture or Presentation
  • 5 Book
  • 4 Editorial
  • 3 Abstract
  • 3 Paper
  • 3 Preprint
  • 2 Patent
  • 1 Review article
  • 1 Diploma Thesis
  • 1 Doctoral Thesis
  • 1 Habilitation
  • 1 Working paper

Research output per year

Research output per year

Search results

• 2023

  SAILOR: Scaling Anchors via Insights into Latent Object Representation

  Malić, D., Fruhwirth-Reisinger, C., Possegger, H. & Bischof, H., 2023, (Accepted/In press) IEEE/CVF Winter Conference on Applications of Computer Vision (WACV).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Anchors 100%
  • Calibration 21%
  • Object detection 14%
  • Labeling 13%
  • Detectors 10%
• 2022

  3D Human Pose Estimation Using Möbius Graph Convolutional Networks

  Azizi, N., Possegger, H., Rodola, E. & Bischof, H., 2022, European Conference on Computer Vision.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  Open Access

• AMLP-Conv, a 3D Axial Long-range Interaction Multilayer Perceptron for CNNs

  Bonheur, S., Pienn, M., Olschewski, H., Bischof, H. & Urschler, M., 2022, Machine Learning in Medical Imaging - 13th International Workshop, MLMI 2022, Held in Conjunction with MICCAI 2022, Proceedings. Lian, C., Cao, X., Rekik, I., Xu, X. & Cui, Z. (eds.). Springer Science and Business Media Deutschland GmbH, p. 328-337 10 p. (Lecture Notes in Computer Science ; vol. 13583).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Multilayer Perceptron 100%
  • Long-range Interactions 98%
  • Multilayer neural networks 70%
  • Module 45%
  • Transformer 45%

• An Efficient Domain-Incremental Learning Approach to Drive in All Weather Conditions

  Mirza, M. J., Masana, M., Possegger, H. & Bischof, H., 2022, 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). p. 3000-3010

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Data storage equipment 100%
  • Snow 99%
  • Fog 90%
  • Rain 89%
  • Object detection 84%

• An Intelligent Scanning Vehicle for Waste Collection Monitoring

  Waltner, G., Jaschik, M., Rinnhofer, A., Possegger, H. & Bischof, H., May 2022, Image Analysis and Processing – ICIAP 2022 - 21st International Conference, 2022, Proceedings: 21st International Conference, Lecce, Italy, May 23–27, 2022, Proceedings, Part I. Sclaroff, S., Distante, C., Leo, M., Farinella, G. M. & Tombari, F. (eds.). Cham, p. 38-50 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13231 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Scanning 100%
  • Waste management 95%
  • Recycling 84%
  • Monitoring 80%
  • Greenhouse Gases 71%

• A Visual Surveillance System to Observe Realistic Road User Behavior for Improved Pedestrian and Cyclist Safety at Crossroads

  Kirillova, N., Possegger, H. & Bischof, H., 29 Nov 2022, AVSS 2022 - 18th IEEE International Conference on Advanced Video and Signal-Based Surveillance.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Pedestrian safety 100%
  • Pedestrian 95%
  • User Behavior 82%
  • Surveillance 70%
  • Smartphones 64%

• CycDA: Unsupervised Cycle Domain Adaptation to Learn from Image to Video

  Lin, W., Kukleva, A., Sun, K., Possegger, H., Kuehne, H. & Bischof, H., 2022, (Accepted/In press) ECCV. 17 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Labeling 100%
  • Costs 39%

• OccAM's Laser: Occlusion-Based Attribution Maps for 3D Object Detectors on LiDAR Data

  Schinagl, D., Krispel, G., Possegger, H., Roth, P. M. & Bischof, H., 2022, Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. p. 1131-1140 10 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  Open Access

  • Detectors 100%
  • Lasers 96%
  • Object detection 52%
  • Chemical activation 22%
  • Decision making 18%

• OnlyCaps-Net, a Capsule only Based Neural Network for 2D and 3D Semantic Segmentation

  Bonheur, S., Thaler, F., Pienn, M., Olschewski, H., Bischof, H. & Urschler, M., 2022, Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 - 25th International Conference, Proceedings. Wang, L., Dou, Q., Fletcher, P. T., Speidel, S. & Li, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 340-349 10 p. (Lecture Notes in Computer Science; vol. 13435 ).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Segmentation 100%
  • Neural Networks 77%
  • Semantics 70%
  • Routing 68%
  • Convolutional neural networks 50%

• The Norm Must Go On - Dynamic Unsupervised Domain Adaptation by Normalization.

  Mirza, M. J., Micorek, J., Possegger, H. & Bischof, H., 2022, IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 17 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Labeled data 100%
  • Object recognition 88%
  • Object detection 87%
  • Statistics 63%
• 2021

  DRT: Detection Refinement for Multiple Object Tracking

  Wang, B., Fruhwirth-Reisinger, C., Possegger, H., Bischof, H. & Cao, G., 23 Nov 2021, British Machine Vision Conference (BMVC) 2021. The British Machine Vision Association, 14 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  Open Access

  • Object tracking 100%
  • Deep learning 41%
  • Detectors 36%
  • Costs 17%

• FAST3D: Flow-Aware Self-Training for 3D Object Detectors

  Fruhwirth-Reisinger, C., Opitz, M., Possegger, H. & Bischof, H., 23 Nov 2021, British Machine Vision Conference (BMVC) 2021. The British Machine Vision Association, 14 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  Open Access

• Multi-Spectral Segmentation with Synthesized Data for Refuse Sorting

  Ganster, H., Rinnhofer, A., Waltner, G., Payer, C., Gursch, H., Oberwinkler, C., Meisenbichler, R. & Bischof, H., 2021, Proceedings of the OAGM Workshop 2021. Seidl, M., Zeppelzauer, M. & Roth, P. M. (eds.). Verlag der Technischen Universität Graz, 3 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  Open Access

  • refuse 100%
  • sorting 88%
  • segmentation 80%
  • working conditions 18%
  • monitoring 15%

• Robustness of Object Detectors in Degrading Weather Conditions

  Mirza, M. J., Buerkle, C., Jarquin, J., Opitz, M., Oboril, F., Scholl, K. U. & Bischof, H., 19 Sept 2021, 2021 IEEE International Intelligent Transportation Systems Conference, ITSC 2021. Institute of Electrical and Electronics Engineers, p. 2719-2724 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Object detection 100%
  • Detectors 75%
  • Ablation 59%
  • Snow 58%
  • Fog 53%

• Semi-Supervised Learning of Monocular 3D Hand Pose Estimation from Multi-View Images

  Müller, M., Poier, G., Possegger, H. & Bischof, H., 2021, IEEE International Conference on Image Processing (ICIP). p. 1104-1108

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Semi-supervised learning 100%
  • Image annotation 53%
  • Convolutional neural networks 37%
  • Geometry 24%
• 2020

  Coarse to Fine Vertebrae Localization and Segmentation with SpatialConfiguration-Net and U-Net.

  Payer, C., Stern, D., Bischof, H. & Urschler, M., 1 Jan 2020, VISAPP. Farinella, G. M., Radeva, P. & Braz, J. (eds.). p. 124-133 10 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  Open Access

  • Pathology 100%
  • Merging 86%
  • Labels 74%
  • Planning 55%

• FuseSeg: LiDAR Point Cloud Segmentation Fusing Multi-Modal Data

  Krispel, G., Opitz, M., Waltner, G., Possegger, H. & Bischof, H., Mar 2020, Proceedings - 2020 IEEE Winter Conference on Applications of Computer Vision, WACV 2020. p. 1863-1872 10 p. 9093584

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Electric fuses 100%
  • Fusion reactions 38%
  • Calibration 37%
  • Sensors 24%

• 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, p. 27-36

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Target tracking 100%
  • Telecommunication traffic 54%
  • Object detection 53%
  • Detectors 40%

• Uncertainty Estimation in Landmark Localization Based on Gaussian Heatmaps

  Payer, C., Urschler, M., Bischof, H. & Stern, D., 8 Oct 2020, Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, and Graphs in Biomedical Image Analysis: Second International Workshop, UNSURE 2020, and Third International Workshop, GRAIL 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 8, 2020, Proceedings. Cham: Springer, p. 42-51 10 p. ( Lecture Notes in Computer Science; vol. 12443).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Uncertainty Estimation 100%
  • Landmarks 78%
  • Uncertainty 37%
  • Observer 24%
  • Annotation 20%
• 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 proceeding › Conference paper › peer-review

  • Data Analytics 100%
  • Partial differential equations 90%
  • Artificial intelligence 79%
  • Computer vision 77%

• 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) .

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• 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.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• 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, p. 4261-4266 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Detectors 100%
  • Large dataset 34%
  • Convolutional neural networks 29%
  • Labels 27%

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

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

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• Vertebrae Localization and Segmentation with SpatialConfiguration-Net and U-Net

  Payer, C., Stern, D., Bischof, H. & Urschler, M., 2019, Large Scale Vertebrae Segmentation Challenge 2019.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
• 2018

  An Intent-Based Automated Traffic Light for Pedestrians

  Ertler, C., Possegger, H., Opitz, M. & Bischof, H., 2018, IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS). 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Scheduling 100%
  • Crosswalks 66%
  • Trajectories 33%

• 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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-review

  • Convolutional neural networks 100%
  • Computer vision 92%
  • Cameras 77%
  • Data storage equipment 66%

• Instance segmentation and tracking with cosine embeddings and recurrent hourglass networks

  Payer, C., Štern, D., Neff, T., Bischof, H. & Urschler, M., 16 Sept 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 proceeding › Conference paper › peer-review

  • Recurrent Networks 100%
  • Segmentation 75%
  • Network architecture 58%
  • Network Architecture 38%
  • Labels 26%

• 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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-review

  • Highway accidents 100%
  • Semantics 61%
  • Advanced driver assistance systems 59%
  • Urban planning 56%
  • Flow simulation 50%

• 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 proceeding › Conference paper › peer-review

  Open Access

  File

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

  Translated title of the contribution: UAV-Applications in Mining - Model Experiments for Photogrammetric Research and DevelopmentTscharf, 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 proceeding › Conference paper › peer-review

  • research and development 100%
  • digitization 42%
  • applied research 41%
  • experiment 40%
  • data interpretation 37%
• 2017

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

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

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Unmanned aerial vehicles (UAV) 100%
  • Inspection 81%
  • Semantics 73%
  • Distance measurement 53%
  • Pipelines 32%

• 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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-review

• Plane-based surface regularization for urban 3D reconstruction

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

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  Open Access

  File

  • Global optimization 100%
  • Visibility 95%
  • Labeling 93%
  • Experiments 34%

• 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 proceeding › Conference paper › peer-review
• 2016

  Accuracy related research on the use of UAVs in Mine Surveying

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

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-review

  • Large dataset 100%
  • Color 65%

• 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 proceeding › Conference paper › peer-review

  • Sensors 100%
  • Machine learning 71%

• 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 proceeding › Conference paper › peer-review

  • Antennas 100%
  • Planning 49%

• 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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-review

  File