Cyrill Stachniss

Name Venue Year citations
Panoptic Segmentation With Partial Annotations for Agricultural Robots. IEEE Robotics and Automation Letters 2024 0
Semi-Supervised Active Learning for Semantic Segmentation in Unknown Environments Using Informative Path Planning. IEEE Robotics and Automation Letters 2024 0
PAg-NeRF: Towards Fast and Efficient End-to-End Panoptic 3D Representations for Agricultural Robotics. IEEE Robotics and Automation Letters 2024 0
KPPR: Exploiting Momentum Contrast for Point Cloud-Based Place Recognition. IEEE Robotics and Automation Letters 2023 1
Mask-Based Panoptic LiDAR Segmentation for Autonomous Driving. IEEE Robotics and Automation Letters 2023 0
Learning-Based Dimensionality Reduction for Computing Compact and Effective Local Feature Descriptors. ICRA 2023 0
Fruit Tracking Over Time Using High-Precision Point Clouds. ICRA 2023 0
Hierarchical Approach for Joint Semantic, Plant Instance, and Leaf Instance Segmentation in the Agricultural Domain. ICRA 2023 0
Robust Double-Encoder Network for RGB-D Panoptic Segmentation. ICRA 2023 0
Target-Aware Implicit Mapping for Agricultural Crop Inspection. ICRA 2023 0
SHINE-Mapping: Large-Scale 3D Mapping Using Sparse Hierarchical Implicit Neural Representations. ICRA 2023 0
Radar Velocity Transformer: Single-scan Moving Object Segmentation in Noisy Radar Point Clouds. ICRA 2023 0
On Domain-Specific Pre- Training for Effective Semantic Perception in Agricultural Robotics. ICRA 2023 0
Temporal Consistent 3D LiDAR Representation Learning for Semantic Perception in Autonomous Driving. CVPR 2023 0
Estimating 4D Data Associations Towards Spatial-Temporal Mapping of Growing Plants for Agricultural Robots. IROS 2023 0
Semantically Informed MPC for Context-Aware Robot Exploration. IROS 2023 0
Panoptic Mapping with Fruit Completion and Pose Estimation for Horticultural Robots. IROS 2023 0
Constructing Metric-Semantic Maps Using Floor Plan Priors for Long-Term Indoor Localization. IROS 2023 0
ERASOR2: Instance-Aware Robust 3D Mapping of the Static World in Dynamic Scenes. RSS 2023 0
IR-MCL: Implicit Representation-Based Online Global Localization. IEEE Robotics and Automation Letters 2023 0
Long-Term Localization Using Semantic Cues in Floor Plan Maps. IEEE Robotics and Automation Letters 2023 0
Building Volumetric Beliefs for Dynamic Environments Exploiting Map-Based Moving Object Segmentation. IEEE Robotics and Automation Letters 2023 0
High Precision Leaf Instance Segmentation for Phenotyping in Point Clouds Obtained Under Real Field Conditions. IEEE Robotics and Automation Letters 2023 0
Unsupervised Pre-Training for 3D Leaf Instance Segmentation. IEEE Robotics and Automation Letters 2023 0
KISS-ICP: In Defense of Point-to-Point ICP - Simple, Accurate, and Robust Registration If Done the Right Way. IEEE Robotics and Automation Letters 2023 0
Gaussian Radar Transformer for Semantic Segmentation in Noisy Radar Data. IEEE Robotics and Automation Letters 2023 0
Mask4D: End-to-End Mask-Based 4D Panoptic Segmentation for LiDAR Sequences. IEEE Robotics and Automation Letters 2023 0
Towards Domain Generalization in Crop and Weed Segmentation for Precision Farming Robots. IEEE Robotics and Automation Letters 2023 0
LocNDF: Neural Distance Field Mapping for Robot Localization. IEEE Robotics and Automation Letters 2023 0
Unsupervised Generation of Labeled Training Images for Crop-Weed Segmentation in New Fields and on Different Robotic Platforms. IEEE Robotics and Automation Letters 2023 0
Online and offline learning of player objectives from partial observations in dynamic games. IJRR 2023 0
Online pole segmentation on range images for long-term LiDAR localization in urban environments. Robotics and Autonomous Systems 2023 0
Adaptive path planning for UAVs for multi-resolution semantic segmentation. Robotics and Autonomous Systems 2023 0
Static map generation from 3D LiDAR point clouds exploiting ground segmentation. Robotics and Autonomous Systems 2023 0
Automatic Labeling to Generate Training Data for Online LiDAR-Based Moving Object Segmentation. IEEE Robotics and Automation Letters 2022 12
SegContrast: 3D Point Cloud Feature Representation Learning Through Self-Supervised Segment Discrimination. IEEE Robotics and Automation Letters 2022 7
Unsupervised Class-Agnostic Instance Segmentation of 3D LiDAR Data for Autonomous Vehicles. IEEE Robotics and Automation Letters 2022 0
Fast Sparse LiDAR Odometry Using Self-Supervised Feature Selection on Intensity Images. IEEE Robotics and Automation Letters 2022 1
Contrastive 3D Shape Completion and Reconstruction for Agricultural Robots Using RGB-D Frames. IEEE Robotics and Automation Letters 2022 1
Learning Mixed Strategies in Trajectory Games. RSS 2022 2
Contrastive Instance Association for 4D Panoptic Segmentation Using Sequences of 3D LiDAR Scans. IEEE Robotics and Automation Letters 2022 4
Joint Plant and Leaf Instance Segmentation on Field-Scale UAV Imagery. IEEE Robotics and Automation Letters 2022 4
Retriever: Point Cloud Retrieval in Compressed 3D Maps. ICRA 2022 5
MD-SLAM: Multi-cue Direct SLAM. IROS 2022 0
Make it Dense: Self-Supervised Geometric Scan Completion of Sparse 3D LiDAR Scans in Large Outdoor Environments. IEEE Robotics and Automation Letters 2022 0
ICK-Track: A Category-Level 6-DoF Pose Tracker Using Inter-Frame Consistent Keypoints for Aerial Manipulation. IROS 2022 0
DCPCR: Deep Compressed Point Cloud Registration in Large-Scale Outdoor Environments. IEEE Robotics and Automation Letters 2022 1
Receding Moving Object Segmentation in 3D LiDAR Data Using Sparse 4D Convolutions. IEEE Robotics and Automation Letters 2022 3
Precise 3D Reconstruction of Plants from UAV Imagery Combining Bundle Adjustment and Template Matching. ICRA 2022 4
Informative Path Planning for Active Learning in Aerial Semantic Mapping. IROS 2022 1
Voxfield: Non-Projective Signed Distance Fields for Online Planning and 3D Reconstruction. IROS 2022 1
Robust Onboard Localization in Changing Environments Exploiting Text Spotting. IROS 2022 6
Multi-Scale Interaction for Real-Time LiDAR Data Segmentation on an Embedded Platform. IEEE Robotics and Automation Letters 2022 0
OverlapNet: a siamese network for computing LiDAR scan similarity with applications to loop closing and localization. Autonomous Robots 2022 0
Efficient Localisation Using Images and OpenStreetMaps. IROS 2021 2
Simple But Effective Redundant Odometry for Autonomous Vehicles. ICRA 2021 8
Improving Monocular Depth Estimation by Semantic Pre-training. IROS 2021 0
4D Panoptic LiDAR Segmentation. CVPR 2021 17
Joint Plant Instance Detection and Leaf Count Estimation for In-Field Plant Phenotyping. IEEE Robotics and Automation Letters 2021 14
Deep Compression for Dense Point Cloud Maps. IEEE Robotics and Automation Letters 2021 30
Poisson Surface Reconstruction for LiDAR Odometry and Mapping. ICRA 2021 25
Moving Object Segmentation in 3D LiDAR Data: A Learning-Based Approach Exploiting Sequential Data. IEEE Robotics and Automation Letters 2021 42
Maneuver-based Trajectory Prediction for Self-driving Cars Using Spatio-temporal Convolutional Networks. IROS 2021 11
Towards 3D LiDAR-based semantic scene understanding of 3D point cloud sequences: The SemanticKITTI Dataset. IJRR 2021 29
Keypoint Matching for Point Cloud Registration Using Multiplex Dynamic Graph Attention Networks. IEEE Robotics and Automation Letters 2021 14
Inferring Objectives in Continuous Dynamic Games from Noise-Corrupted Partial State Observations. RSS 2021 15
Visual Place Recognition using LiDAR Intensity Information. IROS 2021 12
Range Image-based LiDAR Localization for Autonomous Vehicles. ICRA 2021 41
Self-supervised Point Cloud Prediction Using 3D Spatio-temporal Convolutional Networks. CoRL 2021 10
Towards In-Field Phenotyping Exploiting Differentiable Rendering with Self-Consistency Loss. ICRA 2021 4
A Benchmark for LiDAR-based Panoptic Segmentation based on KITTI. ICRA 2021 0
Adaptive Robust Kernels for Non-Linear Least Squares Problems. IEEE Robotics and Automation Letters 2021 0
Gradient and Log-based Active Learning for Semantic Segmentation of Crop and Weed for Agricultural Robots. ICRA 2020 7
Domain Transfer for Semantic Segmentation of LiDAR Data using Deep Neural Networks. IROS 2020 30
LiDAR Panoptic Segmentation for Autonomous Driving. IROS 2020 42
Learning an Overlap-based Observation Model for 3D LiDAR Localization. IROS 2020 22
OverlapNet: Loop Closing for LiDAR-based SLAM. RSS 2020 118
Segmentation-Based 4D Registration of Plants Point Clouds for Phenotyping. IROS 2020 14
Spatio-Temporal Non-Rigid Registration of 3D Point Clouds of Plants. ICRA 2020 14
Beyond Photometric Consistency: Gradient-based Dissimilarity for Improving Visual Odometry and Stereo Matching. ICRA 2020 0
Unsupervised Domain Adaptation for Transferring Plant Classification Systems to New Field Environments, Crops, and Robots. IROS 2020 12
Long-Term Robot Navigation in Indoor Environments Estimating Patterns in Traversability Changes. ICRA 2020 0
Visual Servoing-based Navigation for Monitoring Row-Crop Fields. ICRA 2020 0
ReFusion: 3D Reconstruction in Dynamic Environments for RGB-D Cameras Exploiting Residuals. IROS 2019 62
Coverage Path Planning in Belief Space. ICRA 2019 0
Robot Localization Based on Aerial Images for Precision Agriculture Tasks in Crop Fields. ICRA 2019 19
SemanticKITTI: A Dataset for Semantic Scene Understanding of LiDAR Sequences. ICCV 2019 701
Uncertainty-Aware Path Planning for Navigation on Road Networks Using Augmented MDPs. ICRA 2019 12
SuMa++: Efficient LiDAR-based Semantic SLAM. IROS 2019 181
RangeNet ++: Fast and Accurate LiDAR Semantic Segmentation. IROS 2019 463
Localization with Sliding Window Factor Graphs on Third-Party Maps for Automated Driving. ICRA 2019 32
Accurate Direct Visual-Laser Odometry with Explicit Occlusion Handling and Plane Detection. ICRA 2019 7
Actively Improving Robot Navigation On Different Terrains Using Gaussian Process Mixture Models. ICRA 2019 11
Effective Visual Place Recognition Using Multi-Sequence Maps. IEEE Robotics and Automation Letters 2019 29
Fast Instance and Semantic Segmentation Exploiting Local Connectivity, Metric Learning, and One-Shot Detection for Robotics. ICRA 2019 11
Bonnet: An Open-Source Training and Deployment Framework for Semantic Segmentation in Robotics using CNNs. ICRA 2019 0
Robust Long-Term Registration of UAV Images of Crop Fields for Precision Agriculture. IEEE Robotics and Automation Letters 2018 41
On Geometric Models and Their Accuracy for Extrinsic Sensor Calibration. ICRA 2018 10
Fully Convolutional Networks With Sequential Information for Robust Crop and Weed Detection in Precision Farming. IEEE Robotics and Automation Letters 2018 132
Efficient Surfel-Based SLAM using 3D Laser Range Data in Urban Environments. RSS 2018 229
Joint Stem Detection and Crop-Weed Classification for Plant-Specific Treatment in Precision Farming. IROS 2018 44
Joint Ego-motion Estimation Using a Laser Scanner and a Monocular Camera Through Relative Orientation Estimation and 1-DoF ICP. IROS 2018 11
Fast Image-Based Geometric Change Detection Given a 3D Model. ICRA 2018 22
Classifying Obstacles and Exploiting Knowledge About Classes for Efficient Humanoid Navigation. Humanoids 2018 5
A General Framework for Flexible Multi-Cue Photometric Point Cloud Registration. ICRA 2018 0
Real-Time Semantic Segmentation of Crop and Weed for Precision Agriculture Robots Leveraging Background Knowledge in CNNs. ICRA 2018 0
User preferred behaviors for robot navigation exploiting previous experiences. Robotics and Autonomous Systems 2017 7
UAV-based crop and weed classification for smart farming. ICRA 2017 243
Agricultural robot dataset for plant classification, localization and mapping on sugar beet fields. IJRR 2017 148
Efficient path planning in belief space for safe navigation. IROS 2017 5
Extrinsic multi-sensor calibration for mobile robots using the Gauss-Helmert model. IROS 2017 17
Analyzing the quality of matched 3D point clouds of objects. IROS 2017 13
Robust exploration and homing for autonomous robots. Robotics and Autonomous Systems 2017 44
Semi-supervised online visual crop and weed classification in precision farming exploiting plant arrangement. IROS 2017 30
Speeding-Up Robot Exploration by Exploiting Background Information. IEEE Robotics and Automation Letters 2016 70
On the Accuracy of Dense Fisheye Stereo. IEEE Robotics and Automation Letters 2016 17
Fast and effective online pose estimation and mapping for UAVs. ICRA 2016 35
Lazy Data Association For Image Sequences Matching Under Substantial Appearance Changes. IEEE Robotics and Automation Letters 2016 54
Robust homing for autonomous robots. ICRA 2016 8
Experience-based path planning for mobile robots exploiting user preferences. IROS 2016 4
Pose fusion with chain pose graphs for automated driving. IROS 2016 29
Fast range image-based segmentation of sparse 3D laser scans for online operation. IROS 2016 160
An effective classification system for separating sugar beets and weeds for precision farming applications. ICRA 2016 70
Organizing objects by predicting user preferences through collaborative filtering. IJRR 2016 8
Exploiting building information from publicly available maps in graph-based SLAM. IROS 2016 37
Where to park? minimizing the expected time to find a parking space. ICRA 2015 10
Robot, organize my shelves! Tidying up objects by predicting user preferences. ICRA 2015 45
Predictive exploration considering previously mapped environments. ICRA 2015 38
Robust visual SLAM across seasons. IROS 2015 83
Efficient and effective matching of image sequences under substantial appearance changes exploiting GPS priors. ICRA 2015 39
Automatic channel selection and neural signal estimation across channels of neural probes. IROS 2014 2
Experimental analysis of dynamic covariance scaling for robust map optimization under bad initial estimates. ICRA 2014 25
Helmert's and Bowie's geodetic mapping methods and their relation to graph-based SLAM. ICRA 2014 6
Learning object deformation models for robot motion planning. Robotics and Autonomous Systems 2014 31
A statistical measure for map consistency in SLAM. ICRA 2014 22
Identifying vegetation from laser data in structured outdoor environments. Robotics and Autonomous Systems 2014 42
Inferring what to imitate in manipulation actions by using a recommender system. ICRA 2014 3
W-RGB-D: Floor-plan-based indoor global localization using a depth camera and WiFi. ICRA 2014 49
Learning to give route directions from human demonstrations. ICRA 2014 12
Robust Visual Robot Localization Across Seasons Using Network Flows. AAAI 2014 193
Effective compression of range data streams for remote robot operations using H.264. IROS 2014 21
Coordinating heterogeneous teams of robots using temporal symbolic planning. Autonomous Robots 2013 35
Robust map optimization using dynamic covariance scaling. ICRA 2013 235
Learning manipulation actions from a few demonstrations. ICRA 2013 45
OctoMap: an efficient probabilistic 3D mapping framework based on octrees. Autonomous Robots 2013 0
A navigation system for robots operating in crowded urban environments. ICRA 2013 61
Nonparametric Bayesian Models for Unsupervised Scene Analysis and Reconstruction. RSS 2012 18
On the position accuracy of mobile robot localization based on particle filters combined with scan matching. IROS 2012 128
Information-theoretic compression of pose graphs for laser-based SLAM. IJRR 2012 105
Accurate human motion capture in large areas by combining IMU- and laser-based people tracking. IROS 2011 38
Self-supervised obstacle detection for humanoid navigation using monocular vision and sparse laser data. ICRA 2011 37
Hierarchies of octrees for efficient 3D mapping. IROS 2011 46
Efficient information-theoretic graph pruning for graph-based SLAM with laser range finders. IROS 2011 57
Pose Graph Compression for Laser-Based SLAM. ISRR 2011 16
Efficient motion planning for manipulation robots in environments with deformable objects. IROS 2011 40
A Probabilistic Framework for Learning Kinematic Models of Articulated Objects. JAIR 2011 118
Coordinated exploration with marsupial teams of robots using temporal symbolic planning. IROS 2010 25
Bridging the gap between feature- and grid-based SLAM. Robotics and Autonomous Systems 2010 53
Learning the elasticity parameters of deformable objects with a manipulation robot. IROS 2010 71
Consistent mapping of multistory buildings by introducing global constraints to graph-based SLAM. ICRA 2010 20
Operating articulated objects based on experience. IROS 2010 42
A nonparametric learning approach to range sensing from omnidirectional vision. Robotics and Autonomous Systems 2010 16
Hierarchical optimization on manifolds for online 2D and 3D mapping. ICRA 2010 217
Vision-based detection for learning articulation models of cabinet doors and drawers in household environments. ICRA 2010 38
Improving robot navigation in structured outdoor environments by identifying vegetation from laser data. IROS 2009 102
Object identification with tactile sensors using bag-of-features. IROS 2009 242
Real-world robot navigation amongst deformable obstacles. ICRA 2009 18
Learning Landmark Selection Policies for Mapping Unknown Environments. ISRR 2009 1
Which landmark is useful? Learning selection policies for navigation in unknown environments. ICRA 2009 47
Utilizing reflection properties of surfaces to improve mobile robot localization. ICRA 2009 12
On measuring the accuracy of SLAM algorithms. Autonomous Robots 2009 313
Learning Kinematic Models for Articulated Objects. IJCAI 2009 68
A comparison of SLAM algorithms based on a graph of relations. IROS 2009 135
Learning gas distribution models using sparse Gaussian process mixtures. Autonomous Robots 2009 82
Unsupervised discovery of object classes from range data using latent Dirichlet allocation. RSS 2009 76
Imitation learning with generalized task descriptions. ICRA 2009 40
How to learn accurate grid maps with a humanoid. ICRA 2008 27
Estimating landmark locations from geo-referenced photographs. IROS 2008 8
Monocular range sensing: A non-parametric learning approach. ICRA 2008 23
Efficiently learning high-dimensional observation models for Monte-Carlo localization using Gaussian mixtures. IROS 2008 10
Gas Distribution Modeling using Sparse Gaussian Process Mixture Models. RSS 2008 39
Efficient path planning for mobile robots in environments with deformable objects. ICRA 2008 16
Coordinated multi-robot exploration using a segmentation of the environment. IROS 2008 261
Online constraint network optimization for efficient maximum likelihood map learning. ICRA 2008 84
Learning maps in 3D using attitude and noisy vision sensors. IROS 2007 34
Fast and accurate SLAM with Rao-Blackwellized particle filters. Robotics and Autonomous Systems 2007 174
Efficient estimation of accurate maximum likelihood maps in 3D. IROS 2007 182
Towards Mapping of Cities. ICRA 2007 59
Analyzing gaussian proposal distributions for mapping with rao-blackwellized particle filters. IROS 2007 43
A Tree Parameterization for Efficiently Computing Maximum Likelihood Maps using Gradient Descent. RSS 2007 288
Speeding-up Rao-blackwellized SLAM. ICRA 2006 23
Speeding-up Multi-robot Exploration by Considering Semantic Place Information. ICRA 2006 69
Improving Data Association in Vision-based SLAM. IROS 2006 78
Recovering Particle Diversity in a Rao-Blackwellized Particle Filter for SLAM After Actively Closing Loops. ICRA 2005 80
Information Gain-based Exploration Using Rao-Blackwellized Particle Filters. RSS 2005 531
Supervised Learning of Places from Range Data using AdaBoost. ICRA 2005 261
Semantic Place Classification of Indoor Environments with Mobile Robots Using Boosting. AAAI 2005 142
Improving Grid-based SLAM with Rao-Blackwellized Particle Filters by Adaptive Proposals and Selective Resampling. ICRA 2005 779
Mobile Robot Mapping and Localization in Non-Static Environments. AAAI 2005 98
Using AdaBoost for Place Labeling and Topological Map Building. ISRR 2005 0
Exploration with active loop-closing for FastSLAM. IROS 2004 175
Exploring Unknown Environments with Mobile Robots using Coverage Maps. IJCAI 2003 159
Mapping and exploration with mobile robots using coverage maps. IROS 2003 61
An integrated approach to goal-directed obstacle avoidance under dynamic constraints for dynamic environments. IROS 2002 170
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