Heiko Neumann

Orcid: 0000-0001-7687-5792

Affiliations:
  • University of Ulm, Germany


According to our database1, Heiko Neumann authored at least 166 papers between 1981 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
Teaching deep networks to see shape: Lessons from a simplified visual world.
PLoS Comput. Biol., 2024

Temporal Context Enhanced Referring Video Object Segmentation.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024

Cycle-Correspondence Loss: Learning Dense View-Invariant Visual Features from Unlabeled and Unordered RGB Images.
Proceedings of the IEEE International Conference on Robotics and Automation, 2024

2023
Canonical circuit computations for computer vision.
Biol. Cybern., October, 2023

Corrigendum to "Defining gaze patterns for process model literacy - Exploring visual routines in process models with diverse mappings" [Expert Syst. Appl. 213 (2023) 119217].
Expert Syst. Appl., April, 2023

Listen to the Brain-Auditory Sound Source Localization in Neuromorphic Computing Architectures.
Sensors, 2023

Shape-selective processing in deep networks: integrating the evidence on perceptual integration.
Frontiers Comput. Sci., 2023

Defining gaze patterns for process model literacy - Exploring visual routines in process models with diverse mappings.
Expert Syst. Appl., 2023

Convolutional Transformer Fusion Blocks for Multi-Modal Gesture Recognition.
IEEE Access, 2023

2022
Benchmarking Visual-Inertial Deep Multimodal Fusion for Relative Pose Regression and Odometry-aided Absolute Pose Regression.
CoRR, 2022

Efficient and Robust Training of Dense Object Nets for Multi-Object Robot Manipulation.
Proceedings of the 2022 International Conference on Robotics and Automation, 2022

Learning Dense Visual Descriptors using Image Augmentations for Robot Manipulation Tasks.
Proceedings of the Conference on Robot Learning, 2022

2021
Multi-Modal Pain Intensity Recognition Based on the SenseEmotion Database.
IEEE Trans. Affect. Comput., 2021

Brain-inspired Visual-Auditory Integration Yielding Near Optimal Performance - Modelling and Neuromorphic Algorithms.
ERCIM News, 2021

A perceptually optimised bivariate visualisation scheme for high-dimensional fold-change data.
Adv. Data Anal. Classif., 2021

How Healthcare Professionals Comprehend Process Models - An Empirical Eye Tracking Analysis.
Proceedings of the 34th IEEE International Symposium on Computer-Based Medical Systems, 2021

2020
Computational principles of neural adaptation for binaural signal integration.
PLoS Comput. Biol., 2020

From Near-Optimal Bayesian Integration to Neuromorphic Hardware: A Neural Network Model of Multisensory Integration.
Frontiers Neurorobotics, 2020

Classifier-Guided Visual Correction of Noisy Labels for Image Classification Tasks.
Comput. Graph. Forum, 2020

Generating 3D People in Scenes Without People.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

A Bio-Inspired Model of Sound Source Localization on Neuromorphic Hardware.
Proceedings of the 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems, 2020

Complex Neuron Dynamics on the IBM TrueNorth Neurosynaptic System.
Proceedings of the 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems, 2020

Depthwise Separable Temporal Convolutional Network for Action Segmentation.
Proceedings of the 8th International Conference on 3D Vision, 2020

2019
Low-rank Random Tensor for Bilinear Pooling.
CoRR, 2019

Motion Integration and Disambiguation by Spiking V1-MT-MSTl Feedforward-Feedback Interaction.
Proceedings of the International Joint Conference on Neural Networks, 2019

Temporal Learning of Dynamics in Complex Neuron Models using Backpropagation.
Proceedings of the International Joint Conference on Neural Networks, 2019

Local Temporal Bilinear Pooling for Fine-Grained Action Parsing.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019

2018
Facial point localization via neural networks in a cascade regression framework.
Multim. Tools Appl., 2018

Training De-Confusion: An Interactive, Network-Supported Visual Analysis System for Resolving Errors in Image Classification Training Data.
CoRR, 2018

Temporal Human Action Segmentation via Dynamic Clustering.
CoRR, 2018

Contrast Detection in Event-Streams from Dynamic Vision Sensors with Fixational Eye Movements.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2018

Utilizing the Capabilities Offered by Eye-Tracking to Foster Novices' Comprehension of Business Process Models.
Proceedings of the Cognitive Computing - ICCC 2018, 2018

An Empirical Study Towards Understanding How Deep Convolutional Nets Recognize Falls.
Proceedings of the Computer Vision - ECCV 2018 Workshops, 2018

Human Motion Parsing by Hierarchical Dynamic Clustering.
Proceedings of the British Machine Vision Conference 2018, 2018

2017
Multi-modal Information Processing inCompanion-Systems: A Ticket Purchase System.
Proceedings of the Companion Technology - A Paradigm Shift in Human-Technology Interaction, 2017

Automated Analysis of Head Pose, Facial Expression and Affect.
Proceedings of the Companion Technology - A Paradigm Shift in Human-Technology Interaction, 2017

Analysis of Articulated Motion for Social Signal Processing.
Proceedings of the Companion Technology - A Paradigm Shift in Human-Technology Interaction, 2017

Real-Time Biologically Inspired Action Recognition from Key Poses Using a Neuromorphic Architecture.
Frontiers Neurorobotics, 2017

Continuous activity understanding based on accumulative pose-context visual patterns.
Proceedings of the Seventh International Conference on Image Processing Theory, 2017

Visual Confusion Recognition in Movement Patterns from Walking Path and Motion Energy.
Proceedings of the Enhanced Quality of Life and Smart Living, 2017

Fully Convolutional Region Proposal Networks for Multispectral Person Detection.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2017

Adaptive dynamic network architectures for companion systems.
Proceedings of the International Conference on Companion Technology, 2017

2016
Bio-inspired computer vision: Towards a synergistic approach of artificial and biological vision.
Comput. Vis. Image Underst., 2016

On Stacking Probabilistic Temporal Models with Bidirectional Information Flow.
Proceedings of the Probabilistic Graphical Models - Eighth International Conference, 2016

The SenseEmotion Database: A Multimodal Database for the Development and Systematic Validation of an Automatic Pain- and Emotion-Recognition System.
Proceedings of the Multimodal Pattern Recognition of Social Signals in Human-Computer-Interaction, 2016

2015
Reinforcement Learning of Linking and Tracing Contours in Recurrent Neural Networks.
PLoS Comput. Biol., 2015

Beyond Simple and Complex Neurons: Towards Intermediate-level Representations of Shapes and Objects.
Künstliche Intell., 2015

Embodied learning of a generative neural model for biological motion perception and inference.
Frontiers Comput. Neurosci., 2015

Estimating Visual Motion Using an Event-Based Artificial Retina.
Proceedings of the Computer Vision, Imaging and Computer Graphics Theory and Applications, 2015

Bio-inspired Model for Motion Estimation using an Address-event Representation.
Proceedings of the VISAPP 2015, 2015

Towards the Separation of Rigid and Non-rigid Motions for Facial Expression Analysis.
Proceedings of the 2015 International Conference on Intelligent Environments, 2015

Visual Processing in Cortical Architecture from Neuroscience to Neuromorphic Computing.
Proceedings of the Brain-Inspired Computing - Second International Workshop, 2015

Towards a mesoscopic-level canonical circuit definition for visual cortical processing.
Proceedings of the BICT 2015, 2015

Event-based optical flow on neuromorphic hardware.
Proceedings of the BICT 2015, 2015

2014
Learning Representations of Animated Motion Sequences - A Neural Model.
Top. Cogn. Sci., 2014

Interaction of feedforward and feedback streams in visual cortex in a firing-rate model of columnar computations.
Neural Networks, 2014

Computing with a Canonical Neural Circuits Model with Pool Normalization and Modulating Feedback.
Neural Comput., 2014

Hierarchical representation of shapes in visual cortex - from localized features to figural shape segregation.
Frontiers Comput. Neurosci., 2014

uulmMAD - A Human Action Recognition Dataset for Ground-Truth Evaluation and Investigation of View Invariances.
Proceedings of the Multimodal Pattern Recognition of Social Signals in Human-Computer-Interaction, 2014

Modeling perspective-taking upon observation of 3D biological motion.
Proceedings of the 4th International Conference on Development and Learning and on Epigenetic Robotics, 2014

Landmark Rating and Selection for SLAM in Dynamic Environments.
Proceedings of the Intelligent Autonomous Systems 13, 2014

Modeling Perspective-Taking by Correlating Visual and Proprioceptive Dynamics.
Proceedings of the 36th Annual Meeting of the Cognitive Science Society, 2014

Modeling Simultanagnosia.
Proceedings of the 36th Annual Meeting of the Cognitive Science Society, 2014

On event-based motion detection and integration.
Proceedings of the 8th International Conference on Bio-inspired Information and Communications Technologies, 2014

Bio-Inspired Optic Flow from Event-Based Neuromorphic Sensor Input.
Proceedings of the Artificial Neural Networks in Pattern Recognition, 2014

2013
A Bio-Inspired, Computational Model Suggests Velocity Gradients of Optic Flow Locally Encode Ordinal Depth at Surface Borders and Globally They Encode Self-Motion.
Neural Comput., 2013

A Biologically Inspired Model for the Detection of External and Internal Head Motions.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2013, 2013

Attention-Gated Reinforcement Learning in Neural Networks - A Unified View.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2013, 2013

2012
Multiscale Binarization of Gene Expression Data for Reconstructing Boolean Networks.
IEEE ACM Trans. Comput. Biol. Bioinform., 2012

A generic framework for the inference of user states in human computer interaction.
J. Multimodal User Interfaces, 2012

A review and evaluation of methods estimating ego-motion.
Comput. Vis. Image Underst., 2012

An audiovisual political speech analysis incorporating eye-tracking and perception data.
Proceedings of the Eighth International Conference on Language Resources and Evaluation, 2012

The Combination of HMAX and HOGs in an Attention Guided Framework for Object Localization.
Proceedings of the ICPRAM 2012, 2012

The Brain's Sequential Parallelism: Perceptual Decision-Making and Early Sensory Responses.
Proceedings of the Neural Information Processing - 19th International Conference, 2012

Learning Representations for Animated Motion Sequence and Implied Motion Recognition.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2012, 2012

Neural Mechanisms for Form and Motion Detection and Integration: Biology Meets Machine Vision.
Proceedings of the Computer Vision - ECCV 2012. Workshops and Demonstrations, 2012

2011
A Model of Motion Transparency Processing with Local Center-Surround Interactions and Feedback.
Neural Comput., 2011

Neural Mechanisms of Motion Detection, Integration, and Segregation: From Biology to Artificial Image Processing Systems.
EURASIP J. Adv. Signal Process., 2011

TimeLapseAnalyzer: Multi-target analysis for live-cell imaging and time-lapse microscopy.
Comput. Methods Programs Biomed., 2011

Robust Stereoscopic Head Pose Estimation in Human-Computer Interaction and a Unified Evaluation Framework.
Proceedings of the Image Analysis and Processing - ICIAP 2011, 2011

Hooligan detection: The effects of saliency and expert knowledge.
Proceedings of the 4th International Conference on Imaging for Crime Detection and Prevention, 2011

Mechanisms of Adaptive Spatial Integration in a Neural Model of Cortical Motion Processing.
Proceedings of the Adaptive and Natural Computing Algorithms, 2011

Social Signal Processing in Companion Systems - Challenges Ahead.
Proceedings of the 41. Jahrestagung der Gesellschaft für Informatik, 2011

Multiple Classifier Systems for the Classification of Audio-Visual Emotional States.
Proceedings of the Affective Computing and Intelligent Interaction, 2011

2010
A neural model of the temporal dynamics of figure-ground segregation in motion perception.
Neural Networks, 2010

Integration of geometric and dynamic features for facial expression recognition in color image sequences.
Proceedings of the Second International Conference of Soft Computing and Pattern Recognition, 2010

Evaluating Motion Estimation Models from Behavioural and Psychophysical Data.
Proceedings of the Bio-Inspired Models of Network, Information, and Computing Systems, 2010

2009
An Efficient Linear Method for the Estimation of Ego-Motion from Optical Flow.
Proceedings of the Pattern Recognition, 2009

2008
Globally consistent depth sorting of overlapping 2D surfaces in a model using local recurrent interactions.
Biol. Cybern., 2008

Biologically Inspired Attentive Motion Analysis for Video Surveillance.
Proceedings of the VISAPP 2008: Proceedings of the Third International Conference on Computer Vision Theory and Applications, Funchal, Madeira, Portugal, January 22-25, 2008, 2008

A neuroinspired cognitive behavioral control architecture for visually driven mobile robotics.
Proceedings of the IEEE International Conference on Robotics and Biomimetics, 2008

Unsupervised Learning of Head Pose through Spike-Timing Dependent Plasticity.
Proceedings of the Perception in Multimodal Dialogue Systems, 2008

The PIT Corpus of German Multi-Party Dialogues.
Proceedings of the International Conference on Language Resources and Evaluation, 2008

2007
Iterated tensor voting and curvature improvement.
Signal Process., 2007

A Fast Biologically Inspired Algorithm for Recurrent Motion Estimation.
IEEE Trans. Pattern Anal. Mach. Intell., 2007

A computational model to link psychophysics and cortical cell activation patterns in human texture processing.
J. Comput. Neurosci., 2007

Disambiguating Visual Motion by Form-Motion Interaction - a Computational Model.
Int. J. Comput. Vis., 2007

A neural model of feature attention in motion perception.
Biosyst., 2007

Neural Mechanisms for Mid-Level Optical Flow Pattern Detection.
Proceedings of the Artificial Neural Networks, 2007

Integration of Multiple Temporal and Spatial Scales for Robust Optic Flow Estimation in a Biologically Inspired Algorithm.
Proceedings of the Computer Analysis of Images and Patterns, 12th International Conference, 2007

2006
Sketching shiny surfaces: 3D shape extraction and depiction of specular surfaces.
ACM Trans. Appl. Percept., 2006

Detection of Head Pose and Gaze Direction for Human-Computer Interaction.
Proceedings of the Perception and Interactive Technologies, 2006

Visual Attention in Auditory Display.
Proceedings of the Perception and Interactive Technologies, 2006

Multi-level Face Tracking for Estimating Human Head Orientation in Video Sequences.
Proceedings of the Perception and Interactive Technologies, 2006

Wizard-of-Oz Data Collection for Perception and Interaction in Multi-User Environments.
Proceedings of the Fifth International Conference on Language Resources and Evaluation, 2006

Optic Flow Integration at Multiple Spatial Frequencies - Neural Mechanism and Algorithm.
Proceedings of the Advances in Visual Computing, Second International Symposium, 2006

2005
Recovering real-world images from single-scale boundaries with a novel filling-in architecture.
Neural Networks, 2005

Extracting and depicting the 3D shape of specular surfaces.
Proceedings of the 2nd Symposium on Applied Perception in Graphics and Visualization, 2005

Segmentation of Independently Moving Objects Using a Maximum-Likelihood Principle.
Proceedings of the Autonome Mobile Systeme 2005, 2005

2004
A simple cell model with dominating opponent inhibition for robust image processing.
Neural Networks, 2004

Neural Mechanisms for the Robust Representation of Junctions.
Neural Comput., 2004

Disambiguating Visual Motion Through Contextual Feedback Modulation.
Neural Comput., 2004

Are Iterations and Curvature Useful for Tensor Voting?
Proceedings of the Computer Vision, 2004

A Statistical Measure for Evaluating Regions-of-Interest Based Attention Algorithms.
Proceedings of the Pattern Recognition, 26th DAGM Symposium, August 30, 2004

A Model of Motion, Stereo, and Monocular Depth Perception.
Proceedings of the Pattern Recognition, 26th DAGM Symposium, August 30, 2004

Neural Architecture for Temporal Emotion Classification.
Proceedings of the Affective Dialogue Systems, Tutorial and Research Workshop, 2004

2003
Neural mechanisms for segregation and recovering of intrinsic image features.
Proceedings of the 2003 International Conference on Image Processing, 2003

A view-based approach for object recognition from image sequences.
Proceedings of the 11th European Symposium on Artificial Neural Networks, 2003

A neural model for heading detection from optic flow.
Proceedings of the 11th European Symposium on Artificial Neural Networks, 2003

Morphological Scale-Space Decomposition for Segmenting the Ventricular Structure in Cardiac MR Images.
Proceedings of the Bildverarbeitung für die Medizin 2003, Algorithmen - Systeme, 2003

2002
A Neural Model of Human Texture Processing: Texture Segmentation vs. Visual Search.
Proceedings of the Biologically Motivated Computer Vision Second International Workshop, 2002

A Biologically Motivated Scheme for Robust Junction Detection.
Proceedings of the Biologically Motivated Computer Vision Second International Workshop, 2002

Neural Mechanisms of Visual Flow Integration and Segregation - Insights from the Pinna-Brelstaff Illusion and Variations of It.
Proceedings of the Biologically Motivated Computer Vision Second International Workshop, 2002

2001
Visual filling-in for computing perceptual surface properties.
Biol. Cybern., 2001

Recurrent Long-Range Interactions in Early Vision.
Proceedings of the Emergent Neural Computational Architectures Based on Neuroscience, 2001

Neural Mechanisms for Representing Surface and Contour Features.
Proceedings of the Emergent Neural Computational Architectures Based on Neuroscience, 2001

A Neurodynamical Retinal Network Based on Reaction-Diffusion Systems.
Proceedings of the 11th International Conference on Image Analysis and Processing (ICIAP 2001), 2001

Learning Shape Models from Examples.
Proceedings of the Pattern Recognition, 2001

2000
A simple cell model with dominating opponent inhibition for robust contrast detection.
Kognitionswissenschaft, 2000

Combined space-variant maps for optical-flow-based navigation.
Biol. Cybern., 2000

Orientation Contrast Detection in Space-Variant Images.
Proceedings of the Biologically Motivated Computer Vision, 2000

1999
Ortsvariantes aktives Sehen: Von biologisches Motivation zu technisches Realisation.
Künstliche Intell., 1999

Recurrent V1-V2 interaction in early visual boundary processing.
Biol. Cybern., 1999

Interaction of ON and OFF pathways for visual contrast measurement.
Biol. Cybern., 1999

Recurrent V1-V2 interaction for early visual information processing.
Proceedings of the 7th European Symposium on Artificial Neural Networks, 1999

Dominating Opponent Inhibition of On and Off Pathways for Robust Contrast Detection.
Proceedings of the Mustererkennung 1999, 1999

Space-Variant Dynamic Neural Fields for Visual Attention.
Proceedings of the 1999 Conference on Computer Vision and Pattern Recognition (CVPR '99), 1999

1998
A neural architecture of brightness perception: non-linear contrast detection and geometry-driven diffusion.
Image Vis. Comput., 1998

Robot navigation by combining central and peripheral optical flow detection on a space-variant map.
Proceedings of the Fourteenth International Conference on Pattern Recognition, 1998

Real-time monocular fixation control using the log-polar transformation and a confidence-based similarity measure.
Proceedings of the Fourteenth International Conference on Pattern Recognition, 1998

Ortsvariante Karte als effektives Datenformat zur Integration visueller Navigationsaufgaben.
Proceedings of the Mustererkennung 1998, 20. DAGM-Symposium, Stuttgart, 29. September, 1998

Improving Phase-Based Disparity Estimation by Means of Filter Tuning Techniques.
Proceedings of the Mustererkennung 1998, 20. DAGM-Symposium, Stuttgart, 29. September, 1998

1997
A Biological Neural Network of Visual Cell Responses: Static and Motion Processing.
J. Braz. Comput. Soc., 1997

Detection of First and Second Order Motion.
Proceedings of the Advances in Neural Information Processing Systems 10, 1997

1996
Mechanisms of Neural Architecture for Visual Contrast and Brightness Perception.
Neural Networks, 1996

Nonlinear interaction of ON and OFF data streams for the detection of visual structure.
Proceedings of the 13th International Conference on Pattern Recognition, 1996

Neural model of nonlinear subfield integration in cortical simple cells.
Proceedings of International Conference on Neural Networks (ICNN'96), 1996

Neural Model of Cortical Dynamics in Resonant Boundary Detection and Grouping.
Proceedings of the Artificial Neural Networks, 1996

Neural model for visual contrast detection.
Proceedings of the 4th European Symposium on Artificial Neural Networks, 1996

Extraction of Illusory Contours by Perceptual Grouping.
Proceedings of the Mustererkennung 1996, 1996

Anisotropic Diffusion Based on Mean Curvature Motion: A Computational Study.
Proceedings of the Mustererkennung 1996, 1996

1995
Neuroinformatische Modellbildung zur visuellen Informationsverarbeitung.
Künstliche Intell., 1995

1994
Local stereoscopic depth estimation.
Image Vis. Comput., 1994

1993
On Ramp-Edge Preserving Weak Membrane Reconstruction of Smooth Intensity Functions from 2-D Computed Tomograms.
Proceedings of the Mustererkennung 1993, 1993

A Neural Architecture for Emergent Visual Contrast, Brightness, and Space Perception.
Proceedings of the Mustererkennung 1993, 1993

1992
KIFS '92, ein Rückblick.
Künstliche Intell., 1992

Finding and describing local structure in discrete two-dimensional computed tomograms.
Proceedings of the 11th IAPR International Conference on Pattern Recognition, 1992

Estimating attributes of smooth signal transitions from scale-space.
Proceedings of the 11th IAPR International Conference on Pattern Recognition, 1992

Local Stereoscopic Depth Estimation Using Ocular Stripe Maps.
Proceedings of the Computer Vision, 1992

1991
Lokale stereoskopische Tiefenschätzung.
Proceedings of the Mustererkennung 1991, 1991

1989
A Competitive/Cooperative (Artificial Neutral) Network Approach to the Extraction of N-th Order Edge Junctions.
Proceedings of the Mustererkennung 1989, 1989

On the Capacity of Quantitative Computational Shape Recovery from Local Shading Information.
Proceedings of the Mustererkennung 1989, 1989

On Scale-Space Edge Detection in Computed Tomograms.
Proceedings of the Mustererkennung 1989, 1989

1988
Theoretische Untersuchungen zur Extraktion monokularer Tiefenhinweise (Konturen und Schattierung) und ihre partielle methodische Evaluierung in einem rechnergestützten Perzeptionslabor.
PhD thesis, 1988

Extraction of Image Domain Primitives with a Network of Competitive/Cooperative Processes.
Proceedings of the Künstliche Intelligenz, 1988

1981
Modellgestützte Analyse von kranialen Computer-Tomogrammen.
Proceedings of the Modelle und Strukturen, 1981


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