Senka Krivic, Justus Piater, Online Adaptation of Robot Pushing Control to Object Properties. IEEE/RSJ International Conference on Intelligent Robots and Systems, 2018, to appear. © IEEE [Link] [Abstract] [BibTeX]

Stefan Spiss, Yeongmi Kim, Simon Haller, Matthias Harders, Comparison of Tactile Signals for Collision Avoidance on Unmanned Aerial Vehicles. Haptic Interaction (Proceedings of the 2nd Asia Haptics Conference, 2016), pp. 393–399, 2018. Springer LNEE 432. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Antonio Rodríguez-Sánchez, Daly Chea, George Azzopardi, Sebastian Stabinger, A deep learning approach for detecting and correcting highlights in endoscopic images. International Conference on Image Processing Theory, Tools and Applications., 2017, to appear. [Link] [PDF] [Abstract] [BibTeX]

Stabinger Sebastian, Rodríguez-Sánchez Antonio, Evaluation of Deep Learning on an Abstract Image Classification Dataset. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 2767–2772, 2017 (Workshop on Mutual Benefits of Cognitive and Computer Vision (MBCC)). [Link] [arXiv] [PDF] [Abstract] [BibTeX]

Özgür Erkent, Dadhichi Shukla, Justus Piater, Visual Task Outcome Verification Using Deep Learning. IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 4821–4827, 2017 (Vancouver, Canada). © IEEE [Link] [PDF] [Abstract] [BibTeX]

Simon Hangl, Sebastian Stabinger, Justus Piater, Autonomous Skill-centric Testing using Deep Learning. IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 95–102, 2017. © IEEE [Link] [arXiv] [PDF] [Abstract] [BibTeX]

Dadhichi Shukla, Özgür Erkent, Justus Piater, Proactive, Incremental Learning of Gesture-Action Associations For Human-Robot Collaboration. International Symposium on Robot and Human Interactive Communication, 2017 (Lisbon, Portugal). © IEEE [Link] [PDF] [Abstract] [BibTeX]

Senka Krivic, Michael Cashmore, Daniele Magazzeni, Bram Ridder, Sandor Szedmak, Justus Piater, Decreasing Uncertainty in Planning with State Prediction. International Joint Conference on Artificial Intelligence, pp. 2032–2038, 2017. [Link] [PDF] [Abstract] [BibTeX]

Jelizaveta Konstantinova, Senka Krivic, Agostino Stilli, Justus Piater, Kaspar Althoefer, Autonomous Object Handover using Wrist Tactile Information. Towards Autonomous Robotic Systems, pp. 450–463, 2017. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Dadhichi Shukla, Özgür Erkent, Justus Piater, Supervised learning of gesture-action associations for human-robot collaboration. 1st International Workshop on Adaptive Shot Learning for Gesture Understanding and Production, pp. 5–10, 2017 (Workshop at the 12th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2017), Washington D.C., USA). © IEEE [Link] [PDF] [Abstract] [BibTeX]

Safoura Rezapour Lakani, Antonio Rodríguez-Sánchez, Justus Piater, Can Affordances Guide Object Decomposition Into Semantically Meaningful Parts?. IEEE Winter Conference on Applications of Computer Vision, 2017. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Senka Krivic, Michael Cashmore, Bram Ridder, Daniele Magazzeni, Sandor Szedmak, Justus Piater, Initial State Prediction in Planning. Knowledge-based techniques for problem solving and reasoning, Workshop at AAAI 2017, pp. 750–757, 2017. [Link] [PDF] [Abstract] [BibTeX]

Simon Hangl, Emre Ugur, Sandor Szedmak, Justus Piater, Robotic Playing for Hierarchical Complex Skill Learning. IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 2799–2804, 2016. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Antonio Rodríguez-Sánchez, Sabine Oberleiter, Hanchen Xiong, Justus Piater, Learning V4 curvature cell populations from sparse endstopped cells. Artificial Neural Networks and Machine Learning – ICANN 2016, pp. 463–471, 2016. Springer LNCS 9887. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Özgür Erkent, Dadhichi Shukla, Justus Piater, Integration of Probabilistic Pose Estimates From Multiple Views. European Conference on Computer Vision, 2016 (Amsterdam, Netherlands). [Link] [PDF] [Abstract] [BibTeX]

Senka Krivic, Emre Ugur, Justus Piater, A Robust Pushing Skill For Object Delivery Between Obstacles. International Conference on Automation Science and Engineering, 2016 (Fort Worth, Texas). © IEEE [Link] [PDF] [Abstract] [BibTeX]

Sebastian Stabinger, Antonio Rodríguez-Sánchez, Justus Piater, 25 years of CNNs: Can we compare to human abstraction capabilities?. Artificial Neural Networks and Machine Learning – ICANN 2016, pp. 380–387, 2016. Springer LNCS 9887. © Springer-Verlag [Link] [arXiv] [PDF] [Abstract] [BibTeX]

Dadhichi Shukla, Özgür Erkent, Justus Piater, A Multi-View Hand Gesture RGB-D Dataset for Human-Robot Interaction Scenarios. International Symposium on Robot and Human Interactive Communication, 2016 (New York, USA). © IEEE [Link] [PDF] [Abstract] [BibTeX]

Sabrina Fontanella, Antonio Rodríguez-Sánchez, Justus Piater, Sandor Szedmak, Kronecker decomposition for image classification. Experimental IR Meets Multilinguality, Multimodality, and Interaction – Proceedings of the 7th International Conference of the CLEF Association, pp. 137–149, 2016. Springer LNCS 9822. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Manuel Lang, Justus Piater, Explaining Point Cloud Segments in Terms of Object Models. OAGM & ARW Joint Workshop on Computer Vision and Robotics, pp. 123–130, 2016. [Link] [PDF] [Abstract] [BibTeX]

Sebastian Stabinger, Antonio Rodríguez-Sánchez, Justus Piater, Monocular Obstacle Avoidance for Blind People using Probabilistic Focus of Expansion Estimation. IEEE Winter Conference on Applications of Computer Vision, 2016. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Sebastian Stabinger, Antonio Rodríguez-Sánchez, Justus Piater, Learning Abstract Classes using Deep Learning. The First International Workshop on Computational Models of the Visual Cortex, 2015. [Link] [arXiv] [PDF] [Abstract] [BibTeX]

Emre Ugur, Justus Piater, Refining discovered symbols with multi-step interaction experience. IEEE International Conference on Humanoid Robotics, pp. 1007–1012, 2015 (Seoul, Korea). © IEEE [Link] [PDF] [Abstract] [BibTeX]

Dadhichi Shukla, Özgür Erkent, Justus Piater, Probabilistic detection of pointing directions for human robot interaction. International Conference on Digital Image Computing: Techniques and Applications, 2015. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Kerstin Fischer, Lars Jensen, Franziska Kirstein, Sebastian Stabinger, Özgür Erkent, Dadhichi Shukla, Justus Piater, The Effects of Social Gaze in Human-Robot Collaborative Assembly. Social Robotics, pp. 204–213, 2015. Springer LNAI 9388. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Wail Mustafa, Hanchen Xiong, Dirk Kraft, Sandor Szedmak, Justus Piater, Norbert Krüger, Multi-Label Object Categorization Using Histograms of Global Relations. International Conference on 3D Vision, pp. 309–317, 2015. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Antonio Rodríguez-Sánchez, Sandor Szedmak, Justus Piater, SCurV: A 3D Descriptor for Object Classification. IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 1320–1327, 2015. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Alejandro Agostini, Mohamad Aein, Sandor Szedmak, Eren Aksoy, Justus Piater, Florentin Wörgötter, Using Structural Bootstrapping for Object Substitution in Robotic Executions of Human-Like Manipulation Tasks. IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 6479–6486, 2015. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Antonio Rodríguez-Sánchez, Sabrina Fontanella, Justus Piater, Sandor Szedmak, IIS at ImageCLEF 2015: Multi-label classification task. Conference and Labs of the Evaluation Forum, 2015. [Link] [PDF] [Abstract] [BibTeX]

Thomas Hoyoux, Antonio Rodríguez-Sánchez, Justus Piater, Sandor Szedmak, Can Computer Vision Problems Benefit from Structured Hierarchical Classification?. Computer Analysis of Images and Patterns, pp. 403–414, 2015. Springer LNCS 9257. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Philipp Zech, Hanchen Xiong, Justus Piater, Rotation Optimization on the Unit Quaternion Manifold and its Application for Robotic Grasping. 1st IMA Conference on Mathematics of Robotics, 2015. [Link] [PDF] [Abstract] [BibTeX]

Dadhichi Shukla, Özgür Erkent, Justus Piater, General Object Tip Detection and Pose Estimation for Robot Manipulation. 10th International Conference on Computer Vision Systems, pp. 364–374, 2015. Springer LNCS 9163. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Simon Hangl, Emre Ugur, Sandor Szedmak, Ales Ude, Justus Piater, Reactive, Task-specific Object Manipulation by Metric Reinforcement Learning. 17th International Conference on Advanced Robotics, pp. 557–564, 2015. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Barry Ridge, Emre Ugur, Ales Ude, Comparison of Action-Grounded and Non-Action-Grounded 3-D Shape Features for Object Affordance Classification. 17th International Conference on Advanced Robotics, pp. 635–641, 2015. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Safoura Rezapour Lakani, Mirela Popa, Antonio Rodríguez-Sánchez, Justus Piater, CPS: 3D Compositional Part Segmentation through Grasping. 12th Conference on Computer and Robot Vision, pp. 117–124, 2015. Best Robotic Vision Paper Award. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Guowu Wei, Jie Sun, Xinsheng Zhang, Dirk Pensky, Justus Piater, Jian Dai, Metamorphic Hand Based Grasp Constraint and Affordance. ASME 2015 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference, 2015. [Link] [PDF] [Abstract] [BibTeX]

Emre Ugur, Justus Piater, Bottom-Up Learning of Object Categories, Action Effects and Logical Rules: From Continuous Manipulative Exploration to Symbolic Planning. International Conference on Robotics and Automation, pp. 2627–2633, 2015. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Senka Krivić, Sandor Szedmak, Hanchen Xiong, Justus Piater, Learning missing edges via kernels in partially-known graphs. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2015. [Link] [PDF] [Abstract] [BibTeX]

Hanchen Xiong, Sandor Szedmak, Justus Piater, Implicit Learning of Simpler Output Kernels for Multi-Label Prediction. NIPS workshop on Representation and Learning for Complex Outputs, 2014. [Link] [PDF] [Abstract] [BibTeX]

Hanchen Xiong, Sandor Szedmak, Justus Piater, Towards Maximum Likelihood: Learning Undirected Graphical Models using Persistent Sequential Monte Carlo. 6th Asian Conference on Machine Learning, pp. 205–220, 2014. Best Paper Award. Journal of Machine Learning Research: Workshop and Conference Proceedings 39. [Link] [PDF] [Abstract] [BibTeX]

Emre Ugur, Sandor Szedmak, Justus Piater, Bootstrapping paired-object affordance learning with learned single-affordance features. The Fourth Joint IEEE International Conference on Development and Learning and on Epigenetic Robotics, pp. 476–481, 2014. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Emre Ugur, Justus Piater, Emergent Structuring of Interdependent Affordance Learning Tasks. The Fourth Joint IEEE International Conference on Development and Learning and on Epigenetic Robotics, pp. 489–494, 2014. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Sandor Szedmak, Emre Ugur, Justus Piater, Knowledge Propagation and Relation Learning for Predicting Action Effects. IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 623–629, 2014. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Simon Hangl, Senka Krivić, Philipp Zech, Emre Ugur, Justus Piater, Exploiting the Environment for Object Manipulation. Austrian Robotics Workshop, 2014. Best Student Paper Award. [Link] [PDF] [Abstract] [BibTeX]

Emre Ugur, Sandor Szedmak, Justus Piater, Complex affordance learning based on basic affordances. 22nd Signal Processing and Communications Applications Conference, pp. 698–701, 2014. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Hanchen Xiong, Sandor Szedmak, Antonio Rodríguez-Sánchez, Justus Piater, Towards Sparsity and Selectivity: Bayesian Learning of Restricted Boltzmann Machine for Early Visual Features. 24th International Conference on Artificial Neural Networks, pp. 419–426, 2014. Springer LNCS. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Hanchen Xiong, Sandor Szedmak, Justus Piater, Joint SVM for Accurate and Fast Image Tagging. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, pp. 295–330, 2014. [Link] [PDF] [Abstract] [BibTeX]

David Martínez, Guillem Alenyà, Pablo Jiménez, Carme Torras, Jürgen Roßmann, Nils Wantia, Eren Aksoy, Simon Haller, Justus Piater, Active Learning of Manipulation Sequences. International Conference on Robotics and Automation, pp. 5671–5678, 2014. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Christoph Schmidt, Oscar Koller, Hermann Ney, Thomas Hoyoux, Justus Piater, Using Viseme Recognition to Improve a Sign Language Translation System. International Workshop on Spoken Language Translation, pp. 197–203, 2013. [Link] [PDF] [Abstract] [BibTeX]

Christoph Schmidt, Oscar Koller, Hermann Ney, Thomas Hoyoux, Justus Piater, Enhancing Gloss-Based Corpora with Facial Features Using Active Appearance Models. Third International Symposium on Sign Language Translation and Avatar Technology, 2013. [Link] [PDF] [Abstract] [BibTeX]

Emre Ugur, Yukie Nagai, Erhan Oztop, Parental scaffolding as a bootstrapping mechanism for learning grasp affordances and imitation skills. 22nd International Workshop on Robotics in Alpe-Adria-Danube Region, pp. 167–174, 2013. Best Paper Research Award. [Link] [PDF] [Abstract] [BibTeX]

Renaud Detry, Justus Piater, Unsupervised Learning Of Predictive Parts For Cross-Object Grasp Transfer. IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 1720–1727, 2013. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Hanchen Xiong, Sandor Szedmak, Justus Piater, 3D Object Class Geometry Modeling with Spatial Latent Dirichlet Markov Random Fields. 35th German Conference on Pattern Recognition (former DAGM), pp. 51–60, 2013. Springer LNCS 8142. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Hanchen Xiong, Sandor Szedmak, Justus Piater, Homogeneity Analysis for Object-Action Relation Reasoning in Kitchen Scenarios. 2nd Workshop on Machine Learning for Interactive Systems, pp. 37–44, 2013 (Workshop at IJCAI). © ACM [Link] [PDF] [Abstract] [BibTeX]

Hanchen Xiong, Sandor Szedmak, Justus Piater, A Study of Point Cloud Registration with Probability Product Kernel Functions. International Conference on 3D Vision, pp. 207–214, 2013. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Hanchen Xiong, Sandor Szedmak, Justus Piater, Efficient, General Point Cloud Registration With Kernel Feature Maps. Tenth Conference on Computer and Robot Vision, pp. 83–90, 2013. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Damien Teney, Justus Piater, Continuous Pose Estimation in 2D Images at Instance and Category Levels. Tenth Conference on Computer and Robot Vision, pp. 121–127, 2013. Best Vision Paper Award. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Damien Teney, Justus Piater, Modeling Pose/Appearance Relations for Improved Object Localization and Pose Estimation in 2D images. 6th Iberian Conference on Pattern Recognition and Image Analysis, pp. 59–68, 2013. Springer LNCS 7887. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Damien Teney, Justus Piater, Generalized Exemplar-Based Full Pose Estimation from 2D Images without Correspondences. Digital Image Computing: Techniques and Applications, 2012. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Damien Teney, Justus Piater, Sampling-based Multiview Reconstruction without Correspondences for 3D Edges. 3DimPVT, pp. 160–167, 2012. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Lars-Peter Ellekilde, Jimmy Jørgensen, Dirk Kraft, Norbert Krüger, Justus Piater, Henrik Petersen, Applying a Learning Framework for Improving Success Rates in Industrial Bin Picking. IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 1637–1643, 2012. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Jens Forster, Christoph Schmidt, Thomas Hoyoux, Oscar Koller, Uwe Zelle, Justus Piater, Hermann Ney, RWTH-PHOENIX-Weather: A Large Vocabulary Sign Language Recognition and Translation Corpus. 8th International Conference on Language Resources and Evaluation, pp. 3785–3789, 2012 (Istanbul, Turkey). [Link] [PDF] [Abstract] [BibTeX]

Renaud Detry, Carl Henrik Ek, Marianna Madry, Justus Piater, Danica Kragić, Generalizing Grasps Across Partly Similar Objects. International Conference on Robotics and Automation, pp. 3791–3797, 2012. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Mustansar Ghazanfar, Sandor Szedmak, Adam Prügel-Bennett, Incremental Kernel Mapping Algorithms for Scalable Recommender Systems. IEEE International Conference on Tools with Artificial Intelligence, pp. 1077–1084, 2011. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Damien Teney, Justus Piater, Probabilistic Object Models for Pose Estimation in 2D Images. DAGM, pp. 336–345, 2011. Springer LNCS 6835/2011. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Leon Bodenhagen, Renaud Detry, Justus Piater, Norbert Krüger, What a successful grasp tells about the success chances of grasps in its vicinity. ICDL-EpiRob, 2011. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Justus Piater, Sébastien Jodogne, Renaud Detry, Dirk Kraft, Norbert Krüger, Oliver Kroemer, Jan Peters, Learning Visual Representations for Interactive Systems. 14th International Symposium on Robotics Research, pp. 399–416, 2011 (August 31–September 3 2009, Lucerne, Switzerland). Invited paper. Springer Tracts in Advanced Robotics 70/2011. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Renaud Detry, Justus Piater, Continuous surface-point distributions for 3D object pose estimation and recognition. Asian Conference on Computer Vision, pp. 572–585, 2010. Springer LNCS 6494. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Arnaud Declercq, Justus Piater, Affine warp propagation for fast simultaneous modelling and tracking of articulated objects. Asian Conference on Computer Vision, pp. 422–435, 2010. Springer LNCS 6494. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Wei Du, Justus Piater, Hand Modeling and Tracking for Video-Based Sign Language Recognition by Robust Principal Component Analysis. International Workshop on Sign, Gesture and Activity, pp. 273–285, 2010 (Workshop at the European Conference on Computer Vision, Hersonissos, Crete, Greece). Springer LNCS. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Norbert Krüger, Nicolas Pugeault, Emre Başeski, Lars Jensen, Sinan Kalkan, Dirk Kraft, Jeppe Jessen, Florian Pilz, Anders Kjær-Nielsen, Mila Popović, Tamim Asfour, Justus Piater, Danica Kragić, Florentin Wörgötter, Early Cognitive Vision as a Front-End for Cognitive Systems. Vision for Cognitive Tasks, 2010 (Workshop at the European Conference on Computer Vision, Hersonissos, Crete, Greece). [Link] [PDF] [Abstract] [BibTeX]

Ayşe Erkan, Oliver Kroemer, Renaud Detry, Yasemin Altun, Justus Piater, Jan Peters, Learning Probabilistic Discriminative Models of Grasp Affordances under Limited Supervision. IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 1586–1591, 2010 (Taipei, Taiwan). © IEEE [Link] [PDF] [Abstract] [BibTeX]

Oliver Kroemer, Renaud Detry, Justus Piater, Jan Peters, Adapting Preshaped Grasping Movements using Vision Descriptors. From Animals to Animats 11 – International Conference on the Simulation of Adaptive Behavior, pp. 156–166, 2010. Springer LNCS 6226/2010. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Oliver Kroemer, Renaud Detry, Justus Piater, Jan Peters, Grasping with Vision Descriptors and Motor Primitives. International Conference on Informatics in Control, Automation and Robotics, pp. 211–223, 2010. Best Paper Award in Robotics and Automation. Springer Lecture Notes in Electrical Engineering 89/3. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Justus Piater, Thomas Hoyoux, Wei Du, Video Analysis for Continuous Sign Language Recognition. 4th Workshop on the Representation and Processing of Sign Languages: Corpora and Sign Language Technologies, 2010 (Workshop at the 7th International Conference on Language Resources and Evaluation (LREC), Malta). [Link] [PDF] [Abstract] [BibTeX]

Philippe Dreuw, Jens Forster, Yannick Gweth, Daniel Stein, Hermann Ney, Gregorio Martínez Ruiz, Jaume Vergés Llahí, Onno Crasborn, Ellen Ormel, Wei Du, Thomas Hoyoux, Justus Piater, José Moya Lazaro, Mark Wheatley, SignSpeak – Understanding, Recognition, and Translation of Sign Languages. 4th Workshop on the Representation and Processing of Sign Languages: Corpora and Sign Language Technologies, 2010 (Workshop at the 7th International Conference on Language Resources and Evaluation (LREC), Malta). [Link] [PDF] [Abstract] [BibTeX]

Philippe Dreuw, Hermann Ney, Gregorio Martínez Ruiz, Onno Crasborn, Justus Piater, José Moya Lazaro, Mark Wheatley, The SignSpeak Project – Bridging the Gap Between Signers and Speakers. 7th International Conference on Language Resources and Evaluation, 2010 (Valletta, Malta). [Link] [PDF] [Abstract] [BibTeX]

Renaud Detry, Dirk Kraft, Anders Buch, Norbert Krüger, Justus Piater, Refining Grasp Affordance Models by Experience. International Conference on Robotics and Automation, pp. 2287–2293, 2010 (Anchorage, AK, USA). © IEEE [Link] [PDF] [Abstract] [BibTeX]

Dirk Kraft, Renaud Detry, Nicolas Pugeault, Emre Başeski, Justus Piater, Norbert Krüger, Learning Objects and Grasp Affordances through Autonomous Exploration. Computer Vision Systems: Seventh International Conference, pp. 235–244, 2009. Springer LNCS 5815. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Emre Başeski, Leon Bodenhagen, Nicolas Pugeault, Sinan Kalkan, Justus Piater, Norbert Krüger, Using 3D Contours and Their Relations for Cognitive Vision and Robotics. 24th International Symposium on Computer and Information Sciences, Special Session on Cognitive Cybernetics and Brain Modeling, 2009 (Northern Cyprus). © IEEE [Link] [PDF] [Abstract] [BibTeX]

Oliver Kroemer, Renaud Detry, Justus Piater, Jan Peters, Active Learning using Mean Shift Optimization for Robot Grasping. IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 2610–2615, 2009. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Renaud Detry, Emre Başeski, Mila Popović, Younes Touati, Norbert Krüger, Oliver Kroemer, Jan Peters, Justus Piater, Learning Object-specific Grasp Affordance Densities. International Conference on Development and Learning, 2009 (Shanghai, China). © IEEE [Link] [PDF] [Abstract] [BibTeX]

Wei Du, Justus Piater, A Probabilistic Approach to Integrating Multiple Cues in Visual Tracking. 10th European Conference on Computer Vision, pp. 225–238, 2008. Springer LNCS 5303. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Renaud Detry, Nicolas Pugeault, Justus Piater, Probabilistic Pose Recovery Using Learned Hierarchical Object Models. International Cognitive Vision Workshop, pp. 107–120, 2008 (Workshop at the 6th International Conference on Vision Systems). Springer LNCS 5329. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Dirk Kraft, Emre Başeski, Mila Popović, Anna Batog, Anders Kjær-Nielsen, Norbert Krüger, Ronald Petrick, Christopher Geib, Nicolas Pugeault, Mark Steedman, Tamim Asfour, Rüdiger Dillmann, Sinan Kalkan, Florentin Wörgötter, Bernhard Hommel, Renaud Detry, Justus Piater, Exploration and Planning in a Three-Level Cognitive Architecture. International Conference on Cognitive Systems, 2008. [Link] [PDF] [Abstract] [BibTeX]

Arnaud Declercq, Justus Piater, Online Learning of Gaussian Mixture Models: A Two-Level Approach. International Conference on Computer Vision Theory and Applications, pp. 605–611, 2008. [Link] [PDF] [Abstract] [BibTeX]

Jean-Bernard Hayet, Justus Piater, On-Line Rectification of Sport Sequences with Moving Cameras. Mexican International Conference on Artificial Intelligence, pp. 736–746, 2007. Springer LNCS 4827. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Wei Du, Justus Piater, Multi-Camera People Tracking by Collaborative Particle Filters and Principal Axis-Based Integration. Asian Conference on Computer Vision, pp. 365–374, 2007. Springer LNCS 4843. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Renaud Detry, Justus Piater, Hierarchical Integration of Local 3D Features for Probabilistic Pose Recovery. Robot Manipulation: Sensing and Adapting to the Real World, 2007 (Workshop at Robotics, Science and Systems). [Link] [PDF] [Abstract] [BibTeX]

Wei Du, Justus Piater, Sequential Variational Inference for Distributed Multi-Sensor Tracking and Fusion. The 10th International Conference on Information Fusion, 2007. [Link] [PDF] [Abstract] [BibTeX]

Arnaud Declercq, Justus Piater, On-line Simultaneous Learning and Tracking of Visual Feature Graphs. Online Learning for Classification Workshop, 2007 (Workshop at CVPR, Minneapolis, MN, USA). [Link] [PDF] [Abstract] [BibTeX]

Fabien Scalzo, Justus Piater, Adaptive Patch Features for Object Class Recognition with Learned Hierarchical Models. 2nd Beyond Patches Workshop, 2007 (Workshop at CVPR, Minneapolis, MN, USA). [Link] [PDF] [Abstract] [BibTeX]

Joanna Olszewska, Tom Mathes, Christophe De Vleeschouwer, Justus Piater, Benoît Macq, Non-Rigid Object Tracker Based On a Robust Combination of Parametric Active Contour and Point Distribution Model. Proceedings of the SPIE Conference on Visual Communication and Image Processing, 2007. [Link] [PDF] [Abstract] [BibTeX]

Sébastien Jodogne, Cyril Briquet, Justus Piater, Approximate Policy Iteration for Closed-Loop Learning of Visual Tasks. 17th European Conference on Machine Learning, pp. 210–221, 2006. Springer LNCS 4212. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Sébastien Jodogne, Justus Piater, Task-Driven Discretization of the Joint Space of Visual Percepts and Continuous Actions. European Conference on Machine Learning, pp. 222–233, 2006 (Berlin, Germany). Springer LNCS 4212. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Tom Mathes, Justus Piater, Robust Non-Rigid Object Tracking Using Point Distribution Manifolds. 28th Annual Symposium of the German Association for Pattern Recognition (DAGM), pp. 515–524, 2006. Springer LNCS 4174. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Fabien Scalzo, Justus Piater, Unsupervised Learning of Dense Hierarchical Appearance Representations. International Conference on Pattern Recognition, pp. 395–398, 2006. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Wei Du, Justus Piater, Data Fusion by Belief Propagation for Multi-Camera Tracking. The 9th International Conference on Information Fusion, 2006. [Link] [PDF] [Abstract] [BibTeX]

Xavier Desurmont, Jean-Bernard Hayet, Jean-François Delaigle, Justus Piater, Benoît Macq, TRICTRAC Video Dataset: Public HDTV Synthetic Soccer Video Sequences With Ground Truth. Workshop on Computer Vision Based Analysis in Sport Environments (CVBASE), pp. 92–100, 2006. [Link] [PDF] [Abstract] [BibTeX]

Wei Du, Jean-Bernard Hayet, Justus Piater, Jacques Verly, Collaborative Multi-Camera Tracking of Athletes in Team Sports. Workshop on Computer Vision Based Analysis in Sport Environments (CVBASE), pp. 2–13, 2006. [Link] [PDF] [Abstract] [BibTeX]

Wei Du, Justus Piater, Multi-view Object Tracking Using Sequential Belief Propagation. Asian Conference on Computer Vision, pp. 684–693, 2006 (Hyderabad, India). Springer LNCS 3851. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Sébastien Jodogne, Justus Piater, Learning, then Compacting Visual Policies. 7th European Workshop on Reinforcement Learning, pp. 8–10, 2005 (Naples, Italy). [Link] [PDF] [Abstract] [BibTeX]

Raphaël Marée, Pierre Geurts, Justus Piater, Louis Wehenkel, Biomedical Image Classification with Random Subwindows and Decision Trees. Computer Vision for Biomedical Image Applications, pp. 220–229, 2005 (Workshop at ICCV, Beijing, China). Springer LNCS 3765. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Tom Mathes, Justus Piater, Robust Non-Rigid Object Tracking Using Point Distribution Models. British Machine Vision Conference, pp. 849–858, 2005. [Link] [PDF] [Abstract] [BibTeX]

Pierre Gabriel, Jean-Bernard Hayet, Justus Piater, Jacques Verly, Object Tracking Using Color Interest Points. International Conference on Advanced Video and Signal based Surveillance, pp. 159–164, 2005. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Wei Du, Justus Piater, Tracking by Cluster Analysis of Feature Points using a Mixture Particle Filter. International Conference on Advanced Video and Signal based Surveillance, pp. 165–170, 2005. [Link] [PDF] [Abstract] [BibTeX]

Jean-Bernard Hayet, Tom Mathes, Jacek Czyz, Justus Piater, Jacques Verly, Benoît Macq, A Modular Multi-Camera Framework for Team Sports Tracking. International Conference on Advanced Video and Signal based Surveillance, pp. 493–498, 2005. [Link] [PDF] [Abstract] [BibTeX]

Sébastien Jodogne, Justus Piater, Interactive Learning of Mappings from Visual Percepts to Actions. 22nd International Conference on Machine Learning, pp. 393–400, 2005 (Bonn, Germany). [Link] [PDF] [Abstract] [BibTeX]

Wei Du, Justus Piater, Tracking by cluster analysis of feature points and multiple particle filters. 3rd International Conference on Advances in Pattern Recognition, pp. 701–710, 2005. Springer LNCS 3687. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Raphaël Marée, Pierre Geurts, Justus Piater, Louis Wehenkel, Decision Trees and Random Subwindows for Object Recognition. Proceedings of the ICML Workshop on Machine Learning Techniques for Processing Multimedia Content (MLMM), 2005. [Link] [PDF] [Abstract] [BibTeX]

Jean-Bernard Hayet, Justus Piater, Jacques Verly, Fast 2D Model-to-Image Registration Using Vanishing Points for Sports Video Analysis. Proceedings of the IEEE International Conference on Image Processing, pp. 417–420, 2005 (Genova, Italy). [Link] [PDF] [Abstract] [BibTeX]

Fabien Scalzo, Justus Piater, Unsupervised Learning of Visual Feature Hierarchies. Proceedings of the International Conference on Machine Learning and Data Mining (MLDM), pp. 243–252, 2005 (Leipzig, Germany). Springer LNCS 3587. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Sébastien Jodogne, Fabien Scalzo, Justus Piater, Task-Driven Learning of Spatial Combinations of Visual Features. Proc. of the IEEE Workshop on Learning in Computer Vision and Pattern Recognition, 2005 (Workshop at CVPR, San Diego, CA, USA). © IEEE [Link] [PDF] [Abstract] [BibTeX]

Fabien Scalzo, Justus Piater, Statistical Learning of Visual Feature Hierarchies. Proc. of the IEEE Workshop on Learning in Computer Vision and Pattern Recognition, 2005 (Workshop at CVPR, San Diego, CA, USA). © IEEE [Link] [PDF] [Abstract] [BibTeX]

Raphaël Marée, Pierre Geurts, Justus Piater, Louis Wehenkel, Random Subwindows for Robust Image Classification. Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), pp. 34–40, 2005. [Link] [PDF] [Abstract] [BibTeX]

Pierre Gabriel, Jean-Bernard Hayet, Justus Piater, Jacques Verly, Utilisation des Points d’Intérêts Couleurs pour le Suivi d’Objets. Actes du Congrès ORASIS, 2005 (Fournol, France). [Link] [PDF] [Abstract] [BibTeX]

Sébastien Jodogne, Justus Piater, Apprentissage Interactif de Liaisons Directes entre Perceptions Visuelles et Actions. Actes du Congrès ORASIS, 2005 (Fournol, France). [Link] [PDF] [BibTeX]

Fabien Scalzo, Justus Piater, Apprentissage non-supervisé de hiérarchies de caractéristiques visuelles. Actes du Congrès ORASIS, 2005 (Fournol, France). [Link] [BibTeX]

Sébastien Jodogne, Justus Piater, Reinforcement Learning of Perceptual Classes using Q Learning Updates. Proc. of the 23rd IASTED International Conference on Artificial Intelligence and Applications, pp. 445–450, 2005. [Link] [PDF] [Abstract] [BibTeX]

Sébastien Jodogne, Justus Piater, Interactive Selection of Visual Features through Reinforcement Learning. 24th SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence, pp. 285–298, 2004 (Cambridge, UK). Springer Research and Development in Intelligent Systems XXI. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Jean-Bernard Hayet, Justus Piater, Jacques Verly, Robust Incremental Rectification of Sport Video Sequences. Proceedings of the British Machine Vision Conference, pp. 687–696, 2004. [Link] [PDF] [Abstract] [BibTeX]

Jean-Bernard Hayet, Justus Piater, Jacques Verly, Incremental Rectification of Sports Fields in Video Streams With Application to Soccer. Advanced Concepts for Intelligent Vision Systems, pp. 1–8, 2004. [Link] [PDF] [Abstract] [BibTeX]

Raphaël Marée, Pierre Geurts, Justus Piater, Louis Wehenkel, A Generic Approach for Image Classification Based on Decision Tree Ensembles And Local Sub-Windows. Proceedings of the Asian Conference on Computer Vision, pp. 860–865, 2004. [Link] [PDF] [Abstract] [BibTeX]

Jacques Verly, Justus Piater, Marc Van Droogenbroeck, Jean-Jacques Embrechts, Signal and Image Exploitation at the University of Liège: Strategic Plan and Some Applications. Journées d’Étude et Exposition, Optique et Vision Industrielle, 2004 (Organized by PromOptica and Bemeko, Université Catholique de Louvain). [Link] [BibTeX]

Robert Platt, Oliver Brock, Andrew Fagg, Deepak Karuppiah, Michael Rosenstein, Jefferson Coelho, Manfred Huber, Justus Piater, David Wheeler, Roderic Grupen, A Framework For Humanoid Control and Intelligence. Proceedings of the IEEE International Conference on Humanoid Robots, 2003. [Link] [PDF] [Abstract] [BibTeX]

Raphaël Marée, Pierre Geurts, Justus Piater, Louis Wehenkel, Giorgio Visimberga, A Comparison of Generic Machine Learning Algorithms for Image Classification. 23rd SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence, pp. 169–182, 2003. Springer Research and Development in Intelligent Systems XX. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Pierre Gabriel, Justus Piater, Jacques Verly, Tracking of Objects in Video Streams Using Points of Interest. URSI Forum, p. 40, 2003. [Link] [PDF] [BibTeX]

Pierre Gabriel, Jacques Verly, Justus Piater, André Genon, The State of the Art in Multiple Object Tracking Under Occlusion in Video Sequences. Advanced Concepts for Intelligent Vision Systems, pp. 166–173, 2003. [Link] [PDF] [Abstract] [BibTeX]

James Crowley, Olivier Riff, Justus Piater, Fast Computation of Characteristic Scale Using a Half-Octave Pyramid. Cognitive Vision Workshop, 2002 (ETH Zürich). [Link] [PDF] [Abstract] [BibTeX]

Justus Piater, Roderic Grupen, Learning Appearance Features to Support Robotic Manipulation. Cognitive Vision Workshop, 2002 (ETH Zürich). [Link] [PDF] [Abstract] [BibTeX]

Justus Piater, James Crowley, Event-based Activity Analysis in Live Video Using a Generic Object Tracker. Proceedings of the Third IEEE International Workshop on Performance Evaluation of Tracking and Surveillance, pp. 1–8, 2002. [Link] [PDF] [Abstract] [BibTeX]

Justus Piater, James Crowley, Multi-Modal Tracking of Interacting Targets Using Gaussian Approximations. Proceedings of the Second IEEE International Workshop on Performance Evaluation of Tracking and Surveillance, 2001. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Jefferson Coelho, Justus Piater, Roderic Grupen, Developing Haptic and Visual Perceptual Categories for Reaching and Grasping with a Humanoid Robot. Proceedings of the IEEE International Conference on Humanoid Robots, 2000. [Link] [PDF] [Abstract] [BibTeX]

Justus Piater, Roderic Grupen, Feature Learning for Recognition With Bayesian Networks. Proceedings of the International Conference on Pattern Recognition, pp. 17–20, 2000. [Link] [PDF] [Abstract] [BibTeX]

Justus Piater, Learning Visual Features to Recommend Grasp Configurations. ICML-2000 Workshop on Machine Learning of Spatial Knowledge, 2000. [Link] [PDF] [Abstract] [BibTeX]

Justus Piater, Roderic Grupen, Constructive Feature Learning and the Development of Visual Expertise. Proceedings of the Seventeenth International Conference on Machine Learning, pp. 751–758, 2000. [Link] [PDF] [Abstract] [BibTeX]

Justus Piater, Roderic Grupen, Distinctive Features Should Be Learned. International Conference on Biologically Motivated Computer Vision, pp. 52–61, 2000. Springer LNCS 1811. © Springer-Verlag [Link] [PDF] [Abstract] [BibTeX]

Justus Piater, Roderic Grupen, Krithi Ramamritham, Learning Real-Time Stereo Vergence Control. Proceedings of the 14th IEEE International Symposium on Intelligent Control, pp. 272–277, 1999 (Cambridge, MA). [Link] [PDF] [Abstract] [BibTeX]

Justus Piater, Roderic Grupen, Toward Learning Visual Discrimination Strategies. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 410–415, 1999. © IEEE [Link] [PDF] [Abstract] [BibTeX]

Justus Piater, Roderic Grupen, A Framework For Learning Visual Discrimination. Proceedings of the 12th International FLAIRS Conference, pp. 84–88, 1999. [Link] [PDF] [Abstract] [BibTeX]

Justus Piater, Adriana Mincheva, Building Pixel Classifiers Using the Interactive Teacher/Learner (ITL) System. Proceedings of the IEEE Workshop on Applications of Computer Vision, pp. 252–253, 1998. [Link] [PDF] [Abstract] [BibTeX]

Justus Piater, Paul Cohen, Xiaoqin Zhang, Michael Atighetchi, A Randomized ANOVA Procedure For Comparing Performance Curves. Machine Learning: Proceedings of the Fifteenth International Conference, pp. 430–438, 1998. [Link] [PDF] [Abstract] [BibTeX]

Justus Piater, Edward Riseman, Paul Utgoff, Interactive Training of Pixel Classifiers Opens New Possibilities. Proceedings of the ISPRS ComIII Symposium on Object Recognition and Scene Classification from Multispectral and Multisensor Pixels, pp. 473–478, 1998. [Link] [PDF] [Abstract] [BibTeX]

Justus Piater, Edward Riseman, Paul Utgoff, Interactively Training Pixel Classifiers. Proceedings of the 11th International FLAIRS Conference, pp. 57–61, 1998. [Link] [PDF] [Abstract] [BibTeX]