Below you can find a complete chronological list of our group's publications.

Publications 2019

HiBsteR: Hierarchical Boosted Deep Metric Learning for Image Retrieval
Georg Waltner, Michael Opitz, Horst Possegger and Horst Bischof
In Proc. IEEE Winter Conference on Applications of Computer Vision (WACV), 2019

MURAUER: Mapping Unlabeled Real Data for Label AUstERity
Georg Poier, Michael Opitz, David Schinagl and Horst Bischof
In Proc. IEEE Winter Conference on Applications of Computer Vision (WACV), 2019

Publications 2018

An Intent-Based Automated Traffic Light for Pedestrians
Christian Ertler, Horst Possegger, Michael Opitz and Horst Bischof
In Proc. IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS), 2018

Deep Metric Learning with BIER: Boosting Independent Embeddings Robustly
Michael Opitz, Georg Waltner, Horst Possegger and Horst Bischof
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2018 In press

Deep 2.5D Vehicle Classification with Sparse SfM Depth Prior for Automated Toll Systems
Georg Waltner, Michael Maurer, Thomas Holzmann, Patrick Ruprecht, Michael Opitz, Horst Possegger, Friedrich Fraundorfer and Horst Bischof
In Proc. IEEE International Conference on Intelligent Transportation Systems (ITSC), 2018

Learning Pose Specific Representations by Predicting Different Views
Georg Poier, David Schinagl and Horst Bischof
In Proc. Conference on Computer Vision and Pattern Recognition (CVPR), 2018

Spatiotemporal Saliency Estimation by Spectral Foreground Detection
Caglar Aytekin, Horst Possegger, Thomas Mauthner, Serkan Kiranyaz, Horst Bischof and Moncef Gabbouj
IEEE Transactions on Multimedia (TMM) 20 (1): 82-95, 2018

Publications 2016

PetroSurf3D - A high-resolution 3D Dataset of Rock Art for Surface Segmentation
Georg Poier, Markus Seidl, Matthias Zeppelzauer, Christian Reinbacher, Martin Schaich, Giovanna Bellandi, Alberto Marretta, Horst Bischof
CoRR abs/1610.01944, 2016

Efficient Model Averaging for Deep Neural Networks
Michael Opitz, Horst Possegger and Horst Bischof
In Proc. Asian Conference on Computer Vision (ACCV), 2016

Grid Loss: Detecting Occluded Faces
Michael Opitz, Georg Waltner, Georg Poier, Horst Possegger and Horst Bischof
In Proc. European Conference on Computer Vision (ECCV), 2016

Interactive 3D Segmentation of Rock-Art by Enhanced Depth Maps and Gradient Preserving Regularization
Matthias Zeppelzauer, Georg Poier, Markus Seidl, Christian Reinbacher, Samuel Schulter, Christian Breiteneder and Horst Bischof
ACM Journal on Computing and Cultural Heritage 9 (4): 19:1-19:30, 2016 The original publication is available at http://dx.doi.org/10.1145/2950062

Pose-Specific Non-Linear Mappings in Feature Space towards Multiview Facial Expression Recognition
Mahdi Jampour, Vincent Lepetit, Thomas Mauthner and Horst Bischof
Image and Vision Computing, 2016 In press, available online

BaCoN: Building a Classifier from only N Samples
Georg Waltner, Michael Opitz and Horst Bischof
In Proc. Computer Vision Winter Workshop (CVWW), 2016

The Visual Object Tracking VOT2016 challenge results
Matej Kristan, Aleš Leonardis, Jiři Matas, Michael Felsberg, Roman Pflugfelder, Luka Čehovin, Tomáš Vojiř, Gustav Häger, Alan Lukežič, Gustavo Fernández, Abhinav Gupta, Alfredo Petrosino, Alireza Memarmoghadam, Alvaro Garcia-Martin, Andrés Solís Montero, Andrea Vedaldi, Andreas Robinson, Andy J. Ma, Anton Varfolomieiev, Aydin Alatan, Aykut Erdem, Bernard Ghanem, Bin Liu, Bohyung Han, Brais Martinez, Chang-Ming Chang, Changsheng Xu, Chong Sun, Chong Sun, Daijin Kim, Dapeng Chen, Dawei Du, Dawei Du, Deepak Mishra, Dit-Yan Yeung, Erhan Gundogdu, Erkut Erdem, Fahad Khan, Fahad Shahbaz Khan, Fatih Porikli, Fei Zhao, Filiz Bunyak, Francesco Battistone, Gao Zhu, Giorgio Roffo, Gorthi R K Sai Subrahmanyam, Guilherme Bastos, Guna Seetharaman, Henry Medeiros, Hongdong Li, Honggang Qi, Horst Bischof, Horst Possegger, Huchuan Lu, Huchuan Lu, Hyemin Lee, Hyeonseob Nam, Hyung Jin Chang, Isabela Drummond, Jack Valmadre, Jae-chan Jeong, Jae-il Cho, Jae-Yeong Lee, Jianke Zhu, Jiayi Feng, Jin Gao, Jin Young Choi, Jingjing Xiao, Ji-Wan Kim, Jiyeoup Jeong, Joao F. Henriques, Jochen Lang, Jongwon Choi, Jose M. Martinez, Junliang Xing, Junyu Gao, Kannappan Palaniappan, Karel Lebeda, Ke Gao, Krystian Mikolajczyk, Lei Qin, Lijun Wang, Lijun Wang, Longyin Wen, Longyin Wen, Luca Bertinetto, Madan kumar Rapuru, Mahdieh Poostchi, Mario Maresca, Martin Danelljan, Matthias Mueller, Mengdan Zhang, Michael Arens, Michel Valstar, Ming Tang, Mooyeol Baek, Muhammad Haris Khan, Naiyan Wang, Nana Fan, Noor Al-Shakarji, Ondrej Miksik, Osman Akin, Payman Moallem, Pedro Senna, Philip H. S. Torr, Pong C. Yuen, Qingming Huang, Qingming Huang, Rafael Martin-Nieto, Rengarajan Pelapur, Richard Bowden, Robert Laganiere, Rustam Stolkin, Ryan Walsh, Sebastian B. Krah, Shengkun Li, Shengping Zhang, Shizeng Yao, Simon Hadfield, Simone Melzi, Siwei Lyu, Siwei Lyu, Siyi Li, Stefan Becker, Stuart Golodetz, Sumithra Kakanuru, Sunglok Choi, Tao Hu, Thomas Mauthner, Tianzhu Zhang, Tony Pridmore, Vincenzo Santopietro, Weiming Hu, Wenbo Li, Wolfgang Hübner, Xiangyuan Lan, Xiaomeng Wang, Xin Li, Yang Li, Yiannis Demiris, Yifan Wang, Yuankai Qi, Zejian Yuan, Zexiong Cai, Zhan Xu, Zhenyu He and Zhizhen Chi
In Proc. Workshop on the Visual Object Tracking Challenge (VOT, in conjunction with ECCV), 2016

The Thermal Infrared Visual Object Tracking VOT-TIR2016 Challenge Results
Michael Felsberg, Matej Kristan, Jiři Matas, Aleš Leonardis, Roman Pflugfelder, Gustav Häger, Amanda Berg, Abdelrahman Eldesokey, Jörgen Ahlberg, Luka Čehovin, Tomáš Vojiř, Alan Lukežič, Gustavo Fernández, Alfredo Petrosino, Alvaro Garcia-Martin, Andrés Solís Montero, Anton Varfolomieiev, Aykut Erdem, Bohyung Han, Chang-Ming Chang, Dawei Du, Erkut Erdem, Fahad Shahbaz Khan, Fatih Porikli, Fei Zhao, Filiz Bunyak, Francesco Battistone, Gao Zhu, Guna Seetharaman, Hongdong Li, Honggang Qi, Horst Bischof, Horst Possegger, Hyeonseob Nam, Jack Valmadre, Jianke Zhu, Jiayi Feng, Jochen Lang, Jose M. Martinez, Kannappan Palaniappan, Karel Lebeda, Ke Gao, Krystian Mikolajczyk, Longyin Wen, Luca Bertinetto, Mahdieh Poostchi, Mario Maresca, Martin Danelljan, Michael Arens, Ming Tang, Mooyeol Baek, Nana Fan, Noor Al-Shakarji, Ondrej Miksik, Osman Akin, Philip H. S. Torr, Qingming Huang, Rafael Martin-Nieto, Rengarajan Pelapur, Richard Bowden, Robert Laganiere, Sebastian B. Krah, Shengkun Li, Shizeng Yao, Simon Hadfield, Siwei Lyu, Stefan Becker, Stuart Golodetz, Tao Hu, Thomas Mauthner, Vincenzo Santopietro, Wenbo Li, Wolfgang Hübner, Xin Li, Yang Li, Zhan Xu and Zhenyu He
In Proc. Workshop on the Visual Object Tracking Challenge (VOT, in conjunction with ECCV), 2016

Publications 2015

Conditioned Regression Models for Non-Blind Single Image Super-Resolution
Gernot Riegler, Samuel Schulter, Matthias Rüther and Horst Bischof
In Proc. International Conference on Computer Vision (ICCV), 2015

MANGO - Mobile Augmented Reality with Functional Eating Guidance and Food Awareness
Georg Waltner, Michael Schwarz, Stefan Ladstätter, Anna Weber, Patrick Luley, Horst Bischof, Meinrad Lindschinger, Irene Schmid and Lucas Paletta
In Proc. International Workshop on Multimedia Assisted Dietary Management (MADIMA, in conjunction with ICIAP), 2015

Hybrid One-Shot 3D Hand Pose Estimation by Exploiting Uncertainties
Georg Poier, Konstantinos Roditakis, Samuel Schulter, Damien Michel, Horst Bischof and Antonis A. Argyros
In Proc. British Machine Vision Conference (BMVC), 2015 oral presentation

Interactive Segmentation of Rock-Art in High-Resolution 3D Reconstructions
Matthias Zeppelzauer, Georg Poier, Markus Seidl, Christian Reinbacher, Christian Breiteneder, Horst Bischof and Samuel Schulter
In Proc. Digital Heritage Conference (DH), 2015 oral presentation; winner of the best paper price

You Should Use Regression to Detect Cells
Philipp Kainz, Martin Urschler, Samuel Schulter, Paul Wohlhart and Vincent Lepetit
In Proceedings of the Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2015

Navigation assistance and guidance of older adults across complex public spaces: the DALi approach
Luigi Palopoli, Antonis A. Argyros, Josef A. Birchbauer, Alessio Colombo, Daniele Fontanelli, Axel Legay, Andrea Garulli, Antonello Giannitrapani, David Macii, Federico Moro, Payam Nazemzadeh, Pashalis Padeleris, Roberto Passerone, Georg Poier, Domenico Prattichizzo, Tizar Rizano, Luca Rizzon, Stefano Scheggi and Sean Sedwards
Intelligent Service Robotics 8 (2): 77-92, 2015 The original publication is available at www.springer.com

Learning Descriptors for Object Recognition and 3D Pose Estimation
Paul Wohlhart and Vincent Lepetit
In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015

Hands Deep in Deep Learning for Hand Pose Estimation
Markus Oberweger, Paul Wohlhart and Vincent Lepetit
In Proc. Computer Vision Winter Workshop (CVWW), 2015

Encoding based Saliency Detection for Videos and Images
Thomas Mauthner, Horst Possegger, Georg Waltner and Horst Bischof
In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015

In Defense of Color-based Model-free Tracking
Horst Possegger, Thomas Mauthner and Horst Bischof
In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015

The Visual Object Tracking VOT2015 challenge results
Matej Kristan, Jiři Matas, Aleš Leonardis, Michael Felsberg, Luka Čehovin, Gustavo Fernández, Tomáš Vojíř, Gustav Häger, Georg Nebehay, Roman Pflugfelder, Abhinav Gupta, Adel Bibi, Alan Lukežič, Alvaro Garcia-Martin, Alfredo Petrosino, Amir Saffari, Andrés Solís Montero, Anton Varfolomieiev, Atilla Baskurt, Baojun Zhao, Bernard Ghanem, Brais Martinez, Byeong Ju Lee, Bohyung Han, Chaohui Wang, Christophe Garcia, Chunyuan Zhang, Cordelia Schmid, Dacheng Tao, Daijin Kim, Dafei Huang, Danil Prokhorov, Dawei Du, Dit-Yan Yeung, Eraldo Ribeiro, Fahad Shahbaz Khan, Fatih Porikli, Filiz Bunyak, Gao Zhu, Guna Seetharaman, Hilke Kieritz, Hing Tuen Yau, Hongdong Li, Honggang Qi, Horst Bischof, Horst Possegger, Hyemin Lee, Hyeonseob Nam, Ivan Bogun, Jae-chan Jeong, Jae-il Cho, Jae-Yeong Lee, Jianke Zhu, Jianping Shi, Jiatong Li, Jiaya Jia, Jiayi Feng, Jin Gao, Jin Young Choi, Ji-Wan Kim, Jochen Lang, Jose M. Martinez, Jongwon Choi, Junliang Xing, Kai Xue, Kannappan Palaniappan, Karel Lebeda, Karteek Alahari, Ke Gao, Kimin Yun, Kin Hong Wong, Lei Luo, Liang Ma, Lipeng Ke, Longyin Wen, Luca Bertinetto, Mahdieh Pootschi, Mario Maresca, Martin Danelljan, Mei Wen, Mengdan Zhang, Michael Arens, Michel Valstar, Ming Tang, Ming-Ching Chang, Muhammad Haris Khan, Nana Fan, Naiyan Wang, Ondrej Miksik, Philip Torr, Qiang Wang, Rafael Martin-Nieto, Rengarajan Pelapur, Richard Bowden, Robert Laganière, Salma Moujtahid, Sam Hare, Simon Hadfield, Siwei Lyu, Siyi Li, Song-Chun Zhu, Stefan Becker, Stefan Duffner, Stephen L Hicks, Stuart Golodetz, Sunglok Choi, Tianfu Wu, Thomas Mauthner, Tony Pridmore, Weiming Hu, Wolfgang Hübner, Xiaomeng Wang, Xin Li, Xinchu Shi, Xu Zhao, Xue Mei, Yao Shizeng, Yang Hua, Yang Li, Yang Lu, Yuezun Li, Zhaoyun Chen, Zehua Huang, Zhe Chen, Zhe Zhang, Zhenyu He and Zhibin Hong
In Proc. Workshop on the Visual Object Tracking Challenge (VOT, in conjunction with ICCV), 2015

Fast and Accurate Image Upscaling with Super-Resolution Forests
Samuel Schulter, Christian Leistner and Horst Bischof
In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015 Supplemental Material, Code

Pairwise Linear Regression: An Efficient and Fast Multi-view Facial Expression Recognition
Mahdi Jampour, Thomas Mauthner and Horst Bischof
In Proc. IEEE International Conference on Automatic Face and Gesture Recognition (FG), 2015

Multi-view Facial Expressions Recognition using Local Linear Regression of Sparse Codes
Mahdi Jampour, Thomas Mauthner and Horst Bischof
In Proc. Computer Vision Winter Workshop (CVWW), 2015

Publications 2014

End-to-End Text Recognition Using Local Ternary Patterns, MSER and Deep Convolutional Nets
Michael Opitz, Markus Diem, Stefan Fiel, Florian Kleber and Robert Sablatnig
In Proc. International Workshop on Document Analysis Systems (DAS), 2014

Multiple Model Fitting by Evolutionary Dynamics
Michael Donoser, Martin Hirzer and Dieter Schmalstieg
In Proc. IEEE International Conference on Pattern Recognition (ICPR), 2014

Hough Forests Revisited: An Approach to Multiple Instance Tracking from Multiple Cameras
Georg Poier, Samuel Schulter, Sabine Sternig, Peter M. Roth and Horst Bischof
In Proc. German Conference on Pattern Recognition (GCPR/DAGM), 2014 The original publication is available at www.springer.com

Improved Sport Activity Recognition using Spatio-temporal Context
Georg Waltner, Thomas Mauthner and Horst Bischof
In Proc. DVS-Conference on Computer Science in Sport (DVS/GSSS), 2014

Indoor Activity Detection and Recognition for Automated Sport Games Analysis
Georg Waltner, Thomas Mauthner and Horst Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition (AAPR/OAGM), 2014

Mahalanobis Distance Learning for Person Re-Identification
Peter M. Roth, Martin Hirzer, Martin Koestinger, Csaba Beleznai and Horst Bischof
In Person Re-Identification, pages 247-267, Springer, 2014 The original publication is available at www.springer.com

Occlusion Geodesics for Online Multi-Object Tracking
Horst Possegger, Thomas Mauthner, Peter M. Roth and Horst Bischof
In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014

Accurate Object Detection with Joint Classification-Regression Random Forests
Samuel Schulter, Christian Leistner, Paul Wohlhart, Peter M. Roth and Horst Bischof
In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014

A novel method for the analysis of sequential actions in team handball
Paul Rudelsdorfer, Norbert Schrapf, Horst Possegger, Thomas Mauthner, Horst Bischof and Markus Tilp
International Journal of Computer Science in Sport (IJCSS) 13 (1): 69-84, 2014 The original publication is available at iacss.org

The Visual Object Tracking VOT2014 challenge results
Matej Kristan, Roman Pflugfelder, Aleš Leonardis, Jiři Matas, Luka Čehovin, Georg Nebehay, Tomáš Vojíř, Gustavo Fernández, Alan Lukežič, Aleksandar Dimitriev, Alfredo Petrosino, Amir Saffari, Bo Li, Bohyung Han, Cherkeng Heng, Christophe Garcia, Dominik Pangeršič, Gustav Häger, Fahad Shahbaz Khan, Franci Oven, Horst Possegger, Horst Bischof, Hyeonseob Nam, Jianke Zhu, JiJia Li, Jin Young Choi, Jin-Woo Choi, João F. Henriques, Joost van de Weijer, Jorge Batista, Karel Lebeda, Kristoffer Öfjäll, Kwang Moo Yi, Lei Quin, Longyin Wen, Mario Edoardo Maresca, Martin Danelljan, Michael Felsberg, Ming-Ming Cheng, Philip Torr, Quingming Huang, Richard Bowden, Sam Hare, Samantha YueYing Lim, Seunghoon Hong, Shengcai Liao, Simon Hadfield, Stan Z. Li, Stefan Duffner, Stuart Golodetz, Thomas Mauthner, Vibhav Vineet, Weiyao Lin, Yang Li, Yuankai Qui, Zhen Lei and Zhiheng Niu
In Proc. Workshop on the Visual Object Tracking Challenge (VOT, in conjunction with ECCV), 2014

Publications 2013

Alternating Regression Forests for Object Detection and Pose Estimation
Samuel Schulter, Christian Leistner, Paul Wohlhart, Peter M. Roth and Horst Bischof
In Proc. International Conference on Computer Vision (ICCV), 2013

Joint Learning of Discriminative Prototypes and Large Margin Nearest Neighbor Classifiers
Martin Koestinger, Paul Wohlhart, Peter M. Roth and Horst Bischof
In Proc. International Conference on Computer Vision (ICCV), 2013

Unsupervised Object Discovery and Segmentation in Videos
Samuel Schulter, Christian Leistner, Peter M. Roth and Horst Bischof
In Proc. British Machine Vision Conference (BMVC), 2013

Hough-based Tracking of Deformable Objects
Martin Godec, Peter M. Roth and Horst Bischof
In Decision Forest, Springer, 2013

Hough-based Tracking of Non-rigid Objects
Martin Godec, Peter M. Roth and Horst Bischof
Computer Vision and Image Understanding (CVIU) 117 (10): 1245-1256, 2013

Segmentation-based Tracking by Support Fusion
Markus Heber, Martin Godec, Matthias Rüther, Peter M. Roth and Horst Bischof
Computer Vision and Image Understanding (CVIU) 117 (6): 573-586, 2013

Ordinal Random Forests for Object Detection
Samuel Schulter, Peter M. Roth and Horst Bischof
In Proc. German Conference on Pattern Recognition (GCPR/DAGM), 2013

Efficient Retrieval for Large Scale Metric Learning
Martin Koestinger, Peter M. Roth and Horst Bischof
In Proc. German Conference on Pattern Recognition (GCPR/DAGM), 2013

Robust Real-Time Tracking of Multiple Objects by Volumetric Mass Densities
Horst Possegger, Sabine Sternig, Thomas Mauthner, Peter M. Roth and Horst Bischof
In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013

Alternating Decision Forests
Samuel Schulter, Paul Wohlhart, Christian Leistner, Amir Saffari, Peter M. Roth and Horst Bischof
In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013

Optimizing 1-Nearest Prototype Classifiers
Paul Wohlhart, Martin Koestinger, Michael Donoser, Peter M. Roth and Horst Bischof
In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013

Pedestrian Detection, Tracking and Re-Identification for Search in Visual Surveillance Data
Csaba Beleznai, Michael Rauter, Martin Hirzer and Peter M. Roth
In Proc. Conf. of the Hungarian Association for Image Processing and Pattern Recognition, 2013

Publications 2012

Density-based rare event detection from streams of neuromorphic sensor data
Csaba Beleznai, Nabil Belbachir and Peter M. Roth
In Proc. International Conference on Distributed Smart Cameras (ICDSC), 2012

Dense Appearance Modeling and Efficient Learning of Camera Transitions for Person Re-Identification
Martin Hirzer, Csaba Beleznai, Martin Koestinger, Peter M. Roth and Horst Bischof
In Proc. IEEE International Conference on Image Processing (ICIP), 2012

Person Re-Identification by Efficient Impostor-based Metric Learning
Martin Hirzer, Peter M. Roth and Horst Bischof
In Proc. IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS), 2012

Relaxed Pairwise Learned Metric for Person Re-Identification
Martin Hirzer, Peter M. Roth, Martin Koestinger and Horst Bischof
In Proc. European Conference on Computer Vision (ECCV), 2012 The original publication is available at www.springerlink.com

Large Scale Metric Learning from Equivalence Constraints
Martin Koestinger, Martin Hirzer, Paul Wohlhart, Peter M. Roth and Horst Bischof
In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2012

Synergy-based Learning of Facial Identity
Martin Koestinger, Peter M. Roth and Horst Bischof
In Proc. DAGM Symposium, 2012 Winner of the Best Paper Award

Robust Face Detection by Simple Means
Martin Koestinger, Paul Wohlhart, Peter M. Roth and Horst Bischof
In Computer Vision in Applications Workshop (DAGM), 2012

Learn to Move: Activity Specific Motion Models for Tracking by Detection
Thomas Mauthner, Peter M. Roth and Horst Bischof
In IEEE International Workshop on Analysis and Retrieval of Tracked Events and Motion in Imagery Streams (ARTEMIS, in conjunction with ECCV), 2012

SkiTracker: Robust Outdoor PTZ-Tracking
Thomas Mauthner, Peter M. Roth, Klaus Mairinger and Horst Bischof
In Computer Vision in Applications Workshop (DAGM), 2012

Real-time Activity Repetition Detection
Markus Murschitz, Thomas Mauthner, Peter M. Roth and Horst Bischof
In Proc. Computer Vision Winter Workshop (CVWW), 2012

Text Localization in Unconstrained Images
Georg Poier, Jürgen Hatzl, Stefan Kluckner, Peter M. Roth and Horst Bischof
In Proc. Computer Vision Winter Workshop (CVWW), 2012

Unsupervised Calibration of Camera Networks and Virtual PTZ Cameras
Horst Possegger, Matthias Rüther, Sabine Sternig, Thomas Mauthner, Manfred Klopschitz, Peter M. Roth and Horst Bischof
In Proc. Computer Vision Winter Workshop (CVWW), 2012

Hough Regions for Joining Instance Localization and Segmentation
Hayko Riemenschneider, Sabine Sternig, Michael Donoser, Peter M. Roth and Horst Bischof
In Proc. European Conference on Computer Vision (ECCV), 2012

On-line Inverse Multiple Instance Boosting for Classifier Grids
Sabine Sternig, Peter M. Roth and Horst Bischof
Pattern Recognition Letters, 2012

Slow feature analysis for autonomous learning object categories from videos
Max Stricker, Peter M. Roth and Horst Bischof
In Proc. Computer Vision Winter Workshop (CVWW), 2012

Detecting Partially Occluded Objects with an Implicit Shape Model Random Field
Paul Wohlhart, Michael Donoser, Peter M. Roth and Horst Bischof
In Proc. Asian Conference on Computer Vision (ACCV), 2012 Winner of the Best Paper Award

Discriminative Hough Forests for Object Detection
Paul Wohlhart, Samuel Schulter, Martin Koestinger, Peter M. Roth and Horst Bischof
In Proc. British Machine Vision Conference (BMVC), 2012

Publications 2011

Open Source Intelligence am Beispiel von KIRAS MDL: Multimedia Documentation Lab
Gerhard Backfried, Dorothea Aniola, Gerald Quirchmayr, Werner Winiwarter, Klaus Mak, H. C. Pilles, Christian Meurers, Martin Koestinger, Paul Wohlhart and Peter M. Roth
In Proceedings of 9. Sicherheitskonferenz Krems, 2011

OUTLIER -- Online Learning and Visualization of Unusual Events
Josef Birchbauer, Samuel Schulter, Rene Schuster, Georg Poier, Martin Winter, Peter Schallauer, Peter M. Roth and Horst Bischof
In Proc. IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS, Demo Session), 2011

Hough-based Tracking of Non-rigid Objects
Martin Godec, Peter M. Roth and Horst Bischof
In Proc. International Conference on Computer Vision (ICCV), 2011

Person Re-Identification by Descriptive and Discriminative Classification
Martin Hirzer, Csaba Beleznai, Peter M. Roth and Horst Bischof
In Proc. Scandinavian Conference on Image Analysis (SCIA), 2011 The original publication is available atwww.springerlink.com

Learning to Recognize Faces from Videos and Weakly Related Information Cues
Martin Koestinger, Paul Wohlhart, Peter M. Roth and Horst Bischof
In Proc. IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS), 2011

Annotated Facial Landmarks in the Wild: A Large-scale, Real-world Database for Facial Landmark Localization
Martin Koestinger, Paul Wohlhart, Peter M. Roth and Horst Bischof
In First IEEE International Workshop on Benchmarking Facial Image Analysis Technologies, 2011

Improving Classifiers with Unlabeled Weakly-Related Videos
Christian Leistner, Martin Godec, Samuel Schulter, Amir Saffari, Manuel Werlberger and Horst Bischof
In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2011

Next-Generation 3D Visualization for Visual Surveillance
Peter M. Roth, Horst Bischof, Norbert Braendle, Peter Widhalm, Sven Havemann, Volker Settgast, Marcel Lancelle and Josef Birchbauer
In Proc. IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS), 2011

On-line Hough Forests
Samuel Schulter, Christian Leistner, Peter M. Roth, Luc Van Gool and Horst Bischof
In Proc. British Machine Vision Conference (BMVC), 2011

Multi-Cue Learning and Visualization of Unusual Events
Rene Schuster, Samuel Schulter, Georg Poier, Martin Hirzer, Josef Birchbauer, Peter M. Roth, Horst Bischof, Martin Winter and Peter Schallauer
In Proc. 11th IEEE Workshop on Visual Surveillance (ICCV), 2011

Multi-camera Multi-object Tracking by Robust Hough-based Homography Projections
Sabine Sternig, Thomas Mauthner, Arnold Irschara, Peter M. Roth and Horst Bischof
In Proc. 11th IEEE Workshop on Visual Surveillance (ICCV), 2011

Multiple Instance Boosting for Face Recognition in Videos
Paul Wohlhart, Martin Koestinger, Peter M. Roth and Horst Bischof
In Proc. DAGM Symposium, 2011

Learning Face Recognition in Videos from Associated Information Sources
Paul Wohlhart, Martin Koestinger, Peter M. Roth and Horst Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition (AAPR/OAGM), 2011

Proc. 16th Computer Vision Winter Workshop
Andreas Wendel, Sabine Sternig and Martin Godec
Verlag der Technischen Universität Graz, 2011

Publications 2010

Multimedia Documentation Lab
Gerhard Backfried, Dorothea Aniola, Klaus Mak, H.C. Pilles, Gerald Quirchmayr, Werner Winiwarter and Peter M. Roth
In Proc. Int'l Conf. on Knowledge Management and Knowledge Technologies, 2010

Centralized Information Fusion for Learning Object Detectors in Multi-Camera Networks
Armin Berger, Peter M. Roth, Christian Leistner and Horst Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition, 2010

Video Detection of Dangerous Goods Vehicles in Road Tunnels
Josef Birchbauer, Martin Koestinger, Paul Wohlhart, Peter M. Roth, Horst Bischof and Claudia Windisch
In Proc. Tunnel Safety and Ventilation, 2010

Autonomous Audio-Supported Learning of Visual Classifiers for Traffic Monitoring
Horst Bischof, Martin Godec, Christian Leistner, Andreas Starzacher and Bernhard Rinner
IEEE Intelligent Systems, 2010

On-line Random Naive Bayes for Tracking
Martin Godec, Christian Leistner, Amir Saffari and Horst Bischof
In Proc. Int. Conf. on Pattern Recognition, 2010

Context-driven Clustering by Multi-class Classification in an Active Learning Framework
Martin Godec, Sabine Sternig, Peter M. Roth and Horst Bischof
In Proc. Workshop on Use of Context in Video Processing (CVPR), 2010

Audio-Visual Co-Training for Vehicle Classification
Martin Godec, Christian Leistner, Horst Bischof, Andreas Starzacher and Bernhard Rinner
In Proc. IEEE Int'l Conf. on Advanced Video and Signal-Based Surveillance, 2010

MIForests: Multiple-Instance Learning with Randomized Trees
Christian Leistner, Amir Saffari and Horst Bischof
In Proc. European Conf. on Computer Vision, 2010

Online Multi-View Forests for Tracking
Christian Leistner, Martin Godec, Amir Saffari and Horst Bischof
In Proc. DAGM Symposium, 2010

Efficient Object Detection Using Orthogonal NMF Descriptor Hierarchies
Thomas Mauthner, Stefan Kluckner, Peter M. Roth and Horst Bischof
In Proc. DAGM Symposium, 2010

Temporal Feature Weighting for Prototype-Based Action Recognition
Thomas Mauthner, Peter M. Roth and Horst Bischof
In Proc. Asian Conf. on Computer Vision, 2010

FlowGames
Jakob Santner, Manuel Werlberger, Thomas Mauthner, Wolfgang Paier and Horst Bischof
In Proc. Workshop on Computer Vision for Computer Games (CVCG, in conjunction with CVPR), 2010

Multiple Instance Learning from Multiple Cameras
Peter M. Roth, Christian Leistner, Armin Berger and Horst Bischof
In Proc. IEEE Workshop on Camera Networks (CVPR), 2010

Automatic Detection and Reading of Dangerous Goods Plates
Peter M. Roth, Martin Koestinger, Paul Wohlhart, Horst Bischof and Josef Birchbauer
In Proc. IEEE Int'l Conf. on Advanced Video and Signal-Based Surveillance, 2010

Online Multi-Class LPBoost
Amir Saffari, Martin Godec, Thomas Pock, Christian Leistner and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2010

Robust Multi-View Boosting with Priors
Amir Saffari, Christian Leistner, Martin Godec and and Horst Bischof
In Proc. European Conf. on Computer Vision, 2010

PROST: Parallel Robust Online Simple Tracking
Jakob Santner, Christian Leistner, Amir Saffari and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2010

TransientBoost: On-line Boosting with Transient Data
Sabine Sternig, Martin Godec, Peter M. Roth and Horst Bischof
In Proc. IEEE Online Learning for Computer Vision Workshop (CVPR), 2010

Robust object detection by classifier cubes and local verification
Sabine Sternig, Hayko Riemenschneider, Peter M. Roth, Michael Donoser and Horst Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition, 2010

Inverse Multiple Instance Learning for Classifier Grids
Sabine Sternig, Peter M. Roth and Horst Bischof
In Proc. IEEE Int'l Conf. on Pattern Recognition, 2010 Winner of the Best Paper Award

Learning of Scene-Specific Object Detectors by Classifier Co-Grids
Sabine Sternig, Peter M. Roth and Horst Bischof
In Proc. IEEE Int'l Conf. on Advanced Video and Signal-Based Surveillance, 2010

Efficient Robust Active Appearance Model Fitting
Markus Storer, Peter M. Roth, Martin Urschler, Horst Bischof and Josef A. Birchbauer
In Communications in Computer and Information Science, vol. 68, Springer, 2010

3D Camera Tracking in Unknown Environments using On-line Keypoint Learning
Paul Wohlhart, Peter M. Roth and Horst Bischof
In Proc. Computer Vision Winter Workshop, 2010

Online Semi-Supervised Multiple-Instance Boosting
Bernhard Zeisl, Christian Leistner, Amir Saffari and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2010

Audio-Visual Co-Training for Vehicle Classification
M. Godec, C. Leistner, H. Bischof, A. Starzacher and B. Rinner
In IEEE Conference on Advanced Video and Signal Based Surveillance, 2010

Planar Trademark and Logo Retrieval
Martin Koestinger, Peter M. Roth and Horst Bischof
Technical Report, Graz University of Technology, Inst. f. Computer Graphics and Vision, ICG-TR-10/01, 2010 Presented at Computer Vision Winter Workshop 2010

Publications 2009

Evaluation of visual position estimation in beach volleyball
Christina Koch, Thomas Mauthner, Markus Tilp and Norbert Schrapf
International Journal of Performance Analysis in Sport 9 (3): 332-343, 2009

Tracking as Segmentation of Spatial-Temporal Volumes by Anisotropic Weighted TV
Markus Unger, Thomas Mauthner, Thomas Pock and Horst Bischof
In Proc. International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR), 2009

Saliency Driven Total Variation Segmentation
Michael Donoser, Martin Urschler, Martin Hirzer and Horst Bischof
In Proc. International Conference on Computer Vision, 2009

A level set framework using a new incremental, robust Active Shape Model for object segmentation and tracking
Michael Fussenegger, Peter M. Roth, Rachid Deriche, Horst Bischof and Axel Pinz
Image and Vision Computing 27: 1157-1168, 2009

Speeding Up Semi-Supervised On-line Boosting for Tracking
Martin Godec, Helmut Grabner, Christian Leistner and Horst Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition, 2009

An Automatic Hybrid Segmentation Approach for Aligned Face Portrait Images
Martin Hirzer, Martin Urschler, Horst Bischof and Josef A. Birchbauer
In Proc. Workshop of the Austrian Association for Pattern Recognition, 2009

TVGraz: Multi-Modal Learning of Object Categories by Combining Textualand Visual Features
Inayatullah Khan, Amir Saffari and Horst Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition, 2009

Semantic Image Classification using Consistent Regions and Individual Context
Stefan Kluckner, Thomas Mauthner, Peter M. Roth and Horst Bischof
In Proc. British Machine Vision Conf., 2009

Semantic Classification in Aerial Imagery by Integrating Appearance and Height Information
Stefan Kluckner, Thomas Mauthner, Peter M. Roth and Horst Bischof
In Proc. Asian Conf. on Computer Vision, 2009

A Covariance Approximation on Euclidean Space for Visual Tracking
Stefan Kluckner, Thomas Mauthner and Horst Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition (AAPR/OAGM), 2009

On Robustness of On-line Boosting - A Competitive Study
Christian Leistner, Amir R. Saffari A. A., Peter M. Roth and Horst Bischof
In Proc. IEEE On-line Learning for Computer Vision Workshop, 2009

On-line Random Forests
Amir Saffari, Christian Leistner, Jakob Santner, Martin Godec and Horst Bischof
In Proc. IEEE On-line Learning for Computer Vision Workshop, 2009

Semi-Supervised Random Forests
Christian Leistner, Amir Saffari and Horst Bischof
In Proc. Int'l Conf. on Computer Vision, 2009

Action Recognition from a Small Number of Frames
Thomas Mauthner, Peter M. Roth and Horst Bischof
In Proc. Computer Vision Winter Workshop, 2009

Instant Action Recognition
Thomas Mauthner, Peter M. Roth and Horst Bischof
In Proc. Scandinavian Conf. on Image Analysis, 2009

Online Learning of Person Detectors by Co-Training from Multiple Cameras
Peter M. Roth, Christian Leistner, Helmut Grabner and Horst Bischof
In Multi-Camera Networks, Principles and Applications, 2009

Efficient Human Action Recognition by Cascaded Linear Classification
Peter M. Roth, Thomas Mauthner, Inayatulla Khan and Horst Bischof
In Proc. IEEE Workshop on Video-Oriented Object and Event Classification, 2009

Classifier Grids for Robust Adaptive Object Detection
Peter M. Roth, Sabine Sternig, Helmut Grabner and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2009

Proc. 33rd Workshop of the Austrian Association for Pattern Recognition
Peter M. Roth, Thomas Mauthner and Thomas Pock
Austrian Computer Society, 2009

Online Random Forests
Amir R. Saffari A. A., Christian Leistner and Horst Bischof
In Proc. IEEE On-line Learning for Computer Vision Workshop, 2009

Regularized Multi-Class Semi-Supervised Boosting
Amir R. Saffari A. A., Christian Leistner and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2009

Interactive Texture Segmentation using Random Forests and Total Variation
Jakob Santner, Markus Unger, Thomas Pock, Christian Leistner, Amir R. Saffari A. A. and Horst Bischof
In Proc. British Machine Vision Conf., 2009

Robust Adaptive Classifier Grids for Object Detection from Static Cameras
Sabine Sternig, Peter M. Roth, Helmut Grabner and Horst Bischof
In Proc. Computer Vision Winter Workshop, 2009

Fast-Robust PCA
Markus Storer, Peter M. Roth, Martin Urschler and Horst Bischof
In Proc. Scandinavian Conf. on Image Analysis, 2009

Active Appearance Model Fitting Under Occlusion Using Fast-Robust PCA
Markus Storer, Peter M. Roth, Martin Urschler, Horst Bischof and Josef A. Birchbauer
In Proc. International Conference on Computer Vision Theory and Applications, 2009

Efficient Classification for Large-scale Problems by Multiple LDA Subspaces
Martina Uray, Peter M. Roth and Horst Bischof
In Proc. International Conference on Computer Vision Theory and Applications, 2009

Learning Person Detectors from Multiple Cameras
Peter M. Roth, Christian Leistner and Horst Bischof
Technical Report, Graz University of Technology, Inst. f. Computer Graphics and Vision, ICG-TR-03/09, 2009

KIRAS-MDL State-of-the-Art Report
Martin Koestinger, Paul Wohlhart, Peter M. Roth and Horst Bischof
Technical Report, Graz University of Technology, Inst. f. Computer Graphics and Vision, ICG-TR-09/09, 2009

Publications 2008

Semi-Supervised Boosting using Visual Similarity Learning
Christian Leistner, Helmut Grabner and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2008

Robust Tracking of Spatial Related Components
Thomas Mauthner, Michael Donoser and Horst Bischof
In Proc. International Conference on Pattern Recognition (ICPR), 2008

A Probabilistic Approach for Tracking Fibers
Michael Donoser, Thomas Mauthner and Horst Bischof
In Proc. International Conference on Pattern Recognition (ICPR), 2008

Semi-Supervised Boosting On-line Boosting for Robust Tracking
Helmut Grabner, Christian Leistner and Horst Bischof
In Proc. European Conf. on Computer Vision, 2008

Time-dependent On-line Boosting for Robust Background Modeling
Helmut Grabner, Christian Leistner and Horst Bischof
In Proc. International Conference on Computer Vision Theory and Applications, 2008

Visual On-line Learning in Distributed Camera Networks
Christian Leistner, Peter M. Roth, Helmut Grabner, Andreas Starzacher, Horst Bischof and Bernhard Rinner
In Proc. Int'l Conf. on Distributed Smart Cameras, 2008

Conservative Learning for Object Detectors
Peter M. Roth and Horst Bischof
In Machine Learning Techniques for Multimedia, Springer, 2008

Active Sampling via Tracking
Peter M. Roth and Horst Bischof
In Proc. IEEE Online Learning for Classification Workshop (CVPR), 2008

InterActive Learning a Person Detector: Fewer Clicks - Less Frustration
Peter M. Roth, Helmut Grabner, Christian Leistner, Martin Winter and Horst Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition, 2008

3D tracking in unknown environments using on-line keypoint learning for mobile augmented reality
Schall, G., Grabner, H., Grabner, M., Wohlhart, P., Schmalstieg, D. and Bischof, H.
In Proc. IEEE Computer Vision and Pattern Recognition Workshops (CVPRW), 2008

Marker Detection for Augmented Reality Applications
Martin Hirzer
Technical Report, Graz University of Technology, Inst. f. Computer Graphics and Vision, ICG-TR-08/05, 2008

Survey of Appearance-based Methods for Object Recognition
Peter M. Roth and Martin Winter
Technical Report, Graz University of Technology, Inst. f. Computer Graphics and Vision, ICG-TR-01/08, 2008

Publications 2007

Visual Tracking of Athletes in Beach Volleyball Using a Single Camera
Thomas Mauthner, Christina Koch, Markus Tilp and Horst Bischof
International Journal of Computer Science in Sport (IJCSS) 6 (2): 83-91, 2007 The original publication is available at iacss.org

A Robust Multiple Object Tracking for Sport Applications
Thomas Mauthner and Horst Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition (AAPR/OAGM), 2007

Eigenboosting: Combining Discriminative and Generative Information
Helmut Grabner, Peter M. Roth and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2007

Is Pedestrian Detection Really a Hard Task?
Helmut Grabner, Peter M. Roth and Horst Bischof
In Proc. IEEE Intern. Workshop on Performance Evaluation of Tracking and Surveillance (PETS), 2007

Incremental LDA Learning by Combining Reconstructive and Discriminative Approaches
Martina Uray, Danijel Skočaj, Peter M. Roth, Horst Bischof and Aleš Leonardis
In Proc. British Machine Vision Conference (BMVC), 2007

Publications 2006

On-line, incremental learning of a robust active shape model
Michael Fussenegger, Peter M. Roth, Horst Bischof and Axel Pinz
In Proc. DAGM Symposium, 2006

Autonomous Learning of a Robust Background Model for Change Detection
Helmut Grabner, Peter M. Roth, Michael Grabner and Horst Bischof
In Proc. IEEE Intern. Workshop on Performance Evaluation of Tracking and Surveillance (PETS), 2006

On-line Learning a Person Model from Video Data
Peter M. Roth and Horst Bischof
In Video Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2006

Region matching for omnidirectional images using virtual camera planes
Thomas Mauthner, Friedrich Fraundorfer and Horst Bischof
In Proc. Computer Vision Winter Workshop (CVWW), 2006

Tracking for Learning an Object Representation from Unlabeled Data
Peter M. Roth, Michael Donoser and Horst Bischof
In Proc. Computer Vision Winter Workshop (CVWW), 2006

On-line Learning of Unknown Hand Held Objects via Tracking
Peter M. Roth, Michael Donoser and Horst Bischof
In Proc. Second Intern. Cognitive Vision Workshop, 2006

Incremental Robust Learning an Active Shape Model
Peter M. Roth, Michael Fussenegger, Axel Pinz and Horst Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition (AAPR/OAGM), 2006

Publications 2005

Object Detection with Bootstrapped Learning
Peter M. Roth, Horst Bischof, Danijel Skocaj and Ales Leonardis
In Proc. Computer Vision Winter Workshop (CVWW), 2005

Conservative Visual Learning for Object Detection with Minimal HandLabeling Effort
Peter M. Roth, Helmut Grabner, Danijel Skocaj, Horst Bischof and Ales Leonardis
In Proc. DAGM Symposium, 2005

On-line conservative learning for person detection
Peter M. Roth, Helmut Grabner, Danijel Skocaj, Horst Bischof and Ales Leonardis
In Proc. IEEE Intern. Workshop on Visual Surveillance and Performance Evaluation of Tracking and Surveillance (VS-PETS), 2005