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Stefan Milz
Publication Activity (10 Years)
Years Active: 2004-2024
Publications (10 Years): 51
Top Topics
Neural Network
Distance Estimation
Visual Perception
Point Cloud
Top Venues
CoRR
ITSC
WACV
CVPR Workshops
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Publications
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Kai Fischer
,
Martin Simon
,
Stefan Milz
,
Patrick Mäder
MagneticPillars: Efficient Point Cloud Registration through Hierarchized Birds-Eye-View Cell Correspondence Refinement.
WACV
(2024)
Jack Borer
,
Jeremy Tschirner
,
Florian Ölsner
,
Stefan Milz
From Chaos to Calibration: A Geometric Mutual Information Approach to Target-Free Camera LiDAR Extrinsic Calibration.
WACV
(2024)
Sambit Mohapatra
,
Senthil Kumar Yogamani
,
Varun Ravi Kumar
,
Stefan Milz
,
Heinrich Gotzig
,
Patrick Mäder
LiDAR-BEVMTN: Real-Time LiDAR Bird's-Eye View Multi-Task Perception Network for Autonomous Driving.
CoRR
(2023)
Jack Borer
,
Jeremy Tschirner
,
Florian Ölsner
,
Stefan Milz
From Chaos to Calibration: A Geometric Mutual Information Approach to Target-Free Camera LiDAR Extrinsic Calibration.
CoRR
(2023)
Jack Borer
,
Jeremy Tschirner
,
Florian Ölsner
,
Stefan Milz
Continuous Online Extrinsic Calibration of Fisheye Camera and LiDAR.
CoRR
(2023)
Sambit Mohapatra
,
Mona Hodaei
,
Senthil Kumar Yogamani
,
Stefan Milz
,
Heinrich Gotzig
,
Martin Simon
,
Hazem Rashed
,
Patrick Maeder
LiMoSeg: Real-time Bird's Eye View based LiDAR Motion Segmentation.
VISIGRAPP (5: VISAPP)
(2022)
Kai Fischer
,
Martin Simon
,
Stefan Milz
,
Patrick Mäder
StickyLocalization: Robust End-To-End Relocalization on Point Clouds using Graph Neural Networks.
WACV
(2022)
Varun Ravi Kumar
,
Marvin Klingner
,
Senthil Kumar Yogamani
,
Markus Bach
,
Stefan Milz
,
Tim Fingscheidt
,
Patrick Mäder
SVDistNet: Self-Supervised Near-Field Distance Estimation on Surround View Fisheye Cameras.
IEEE Trans. Intell. Transp. Syst.
23 (8) (2022)
Varun Ravi Kumar
,
Marvin Klingner
,
Senthil Kumar Yogamani
,
Markus Bach
,
Stefan Milz
,
Tim Fingscheidt
,
Patrick Mäder
SVDistNet: Self-Supervised Near-Field Distance Estimation on Surround View Fisheye Cameras.
CoRR
(2021)
Martin Rabe
,
Stefan Milz
,
Patrick Mäder
Development Methodologies for Safety Critical Machine Learning Applications in the Automotive Domain: A Survey.
CVPR Workshops
(2021)
Varun Ravi Kumar
,
Marvin Klingner
,
Senthil Kumar Yogamani
,
Stefan Milz
,
Tim Fingscheidt
,
Patrick Mäder
SynDistNet: Self-Supervised Monocular Fisheye Camera Distance Estimation Synergized with Semantic Segmentation for Autonomous Driving.
WACV
(2021)
Sambit Mohapatra
,
Senthil Kumar Yogamani
,
Heinrich Gotzig
,
Stefan Milz
,
Patrick Mäder
BEVDetNet: Bird's Eye View LiDAR Point Cloud based Real-time 3D Object Detection for Autonomous Driving.
CoRR
(2021)
Sambit Mohapatra
,
Senthil Kumar Yogamani
,
Heinrich Gotzig
,
Stefan Milz
,
Patrick Mäder
BEVDetNet: Bird's Eye View LiDAR Point Cloud based Real-time 3D Object Detection for Autonomous Driving.
ITSC
(2021)
Varun Ravi Kumar
,
Senthil Kumar Yogamani
,
Stefan Milz
,
Patrick Mäder
FisheyeDistanceNet++: Self-Supervised Fisheye Distance Estimation with Self-Attention, Robust Loss Function and Camera View Generalization.
Autonomous Vehicles and Machines
(2021)
Varun Ravi Kumar
,
Senthil Kumar Yogamani
,
Hazem Rashed
,
Ganesh Sistu
,
Christian Witt
,
Isabelle Leang
,
Stefan Milz
,
Patrick Mäder
OmniDet: Surround View Cameras Based Multi-Task Visual Perception Network for Autonomous Driving.
IEEE Robotics Autom. Lett.
6 (2) (2021)
Sambit Mohapatra
,
Mona Hodaei
,
Senthil Kumar Yogamani
,
Stefan Milz
,
Patrick Maeder
,
Heinrich Gotzig
,
Martin Simon
,
Hazem Rashed
LiMoSeg: Real-time Bird's Eye View based LiDAR Motion Segmentation.
CoRR
(2021)
Varun Ravi Kumar
,
Senthil Kumar Yogamani
,
Hazem Rashed
,
Ganesh Sistu
,
Christian Witt
,
Isabelle Leang
,
Stefan Milz
,
Patrick Mäder
OmniDet: Surround View Cameras based Multi-task Visual Perception Network for Autonomous Driving.
CoRR
(2021)
Kai Fischer
,
Martin Simon
,
Florian Ölsner
,
Stefan Milz
,
Horst-Michael Gross
,
Patrick Mäder
StickyPillars: Robust and Efficient Feature Matching on Point Clouds Using Graph Neural Networks.
CVPR
(2021)
Varun Ravi Kumar
,
Marvin Klingner
,
Senthil Kumar Yogamani
,
Stefan Milz
,
Tim Fingscheidt
,
Patrick Maeder
SynDistNet: Self-Supervised Monocular Fisheye Camera Distance Estimation Synergized with Semantic Segmentation for Autonomous Driving.
CoRR
(2020)
Varun Ravi Kumar
,
Senthil Kumar Yogamani
,
Markus Bach
,
Christian Witt
,
Stefan Milz
,
Patrick Mäder
UnRectDepthNet: Self-Supervised Monocular Depth Estimation using a Generic Framework for Handling Common Camera Distortion Models.
IROS
(2020)
Varun Ravi Kumar
,
Sandesh Athni Hiremath
,
Markus Bach
,
Stefan Milz
,
Christian Witt
,
Clément Pinard
,
Senthil Kumar Yogamani
,
Patrick Mäder
FisheyeDistanceNet: Self-Supervised Scale-Aware Distance Estimation using Monocular Fisheye Camera for Autonomous Driving.
ICRA
(2020)
Martin Simon
,
Kai Fischer
,
Stefan Milz
,
Christian Tobias Witt
,
Horst-Michael Gross
StickyPillars: Robust feature matching on point clouds using Graph Neural Networks.
CoRR
(2020)
Varun Ravi Kumar
,
Senthil Kumar Yogamani
,
Markus Bach
,
Christian Witt
,
Stefan Milz
,
Patrick Mäder
UnRectDepthNet: Self-Supervised Monocular Depth Estimation using a Generic Framework for Handling Common Camera Distortion Models.
CoRR
(2020)
Maximilian Pöpperl
,
Raghavendra Gulagundi
,
Senthil Kumar Yogamani
,
Stefan Milz
Capsule Neural Network based Height Classification using Low-Cost Automotive Ultrasonic Sensors.
CoRR
(2019)
Victor Vaquero
,
Kai Fischer
,
Francesc Moreno-Noguer
,
Alberto Sanfeliu
,
Stefan Milz
Improving Map Re-localization with Deep 'Movable' Objects Segmentation on 3D LiDAR Point Clouds.
CoRR
(2019)
Varun Ravi Kumar
,
Sandesh Athni Hiremath
,
Stefan Milz
,
Christian Witt
,
Clément Pinard
,
Senthil Kumar Yogamani
,
Patrick Mäder
FisheyeDistanceNet: Self-Supervised Scale-Aware Distance Estimation using Monocular Fisheye Camera for Autonomous Driving.
CoRR
(2019)
Victor Vaquero
,
Kai Fischer
,
Francesc Moreno-Noguer
,
Alberto Sanfeliu
,
Stefan Milz
Improving Map Re-localization with Deep 'Movable' Objects Segmentation on 3D LiDAR Point Clouds.
ITSC
(2019)
Maximilian Pöpperl
,
Raghavendra Gulagundi
,
Senthil Kumar Yogamani
,
Stefan Milz
Realistic Ultrasonic Environment Simulation Using Conditional Generative Adversarial Networks.
CoRR
(2019)
Sambit Mohapatra
,
Heinrich Gotzig
,
Senthil Kumar Yogamani
,
Stefan Milz
,
Raoul Zöllner
Exploring Deep Spiking Neural Networks for Automated Driving Applications.
VISIGRAPP (5: VISAPP)
(2019)
Senthil Kumar Yogamani
,
Ciarán Hughes
,
Jonathan Horgan
,
Ganesh Sistu
,
Padraig Varley
,
Derek O'Dea
,
Michal Uricár
,
Stefan Milz
,
Martin Simon
,
Karl Amende
,
Christian Witt
,
Hazem Rashed
,
Sumanth Chennupati
,
Sanjaya Nayak
,
Saquib Mansoor
,
Xavier Perrotton
,
Patrick Pérez
WoodScape: A multi-task, multi-camera fisheye dataset for autonomous driving.
CoRR
(2019)
Ganesh Sistu
,
Isabelle Leang
,
Sumanth Chennupati
,
Stefan Milz
,
Senthil Kumar Yogamani
,
Samir A. Rawashdeh
NeurAll: Towards a Unified Model for Visual Perception in Automated Driving.
CoRR
(2019)
Florian Ölsner
,
Stefan Milz
Catch Me, If You Can! A Mediated Perception Approach Towards Fully Autonomous Drone Racing.
NeurIPS (Competition and Demos)
(2019)
Timo Sämann
,
Karl Amende
,
Stefan Milz
,
Horst-Michael Groß
Robust Semantic Video Segmentation through Confidence-based Feature Map Warping.
CSCS
(2019)
Maximilian Pöpperl
,
Raghavendra Gulagundi
,
Senthil Kumar Yogamani
,
Stefan Milz
Capsule Neural Network based Height Classification using Low-Cost Automotive Ultrasonic Sensors.
IV
(2019)
Martin Simon
,
Karl Amende
,
Andrea Kraus
,
Jens Honer
,
Timo Sämann
,
Hauke Kaulbersch
,
Stefan Milz
,
Horst-Michael Gross
Complexer-YOLO: Real-Time 3D Object Detection and Tracking on Semantic Point Clouds.
CVPR Workshops
(2019)
Martin Simon
,
Karl Amende
,
Andrea Kraus
,
Jens Honer
,
Timo Sämann
,
Hauke Kaulbersch
,
Stefan Milz
,
Horst-Michael Gross
Complexer YOLO: Real-Time 3D Object Detection and Tracking on Semantic Point Clouds.
CVPR Workshops
(2019)
Maximilian Pöpperl
,
Raghavendra Gulagundi
,
Senthil Kumar Yogamani
,
Stefan Milz
Realistic Ultrasonic Environment Simulation Using Conditional Generative Adversarial Networks.
IV
(2019)
Sambit Mohapatra
,
Heinrich Gotzig
,
Senthil Kumar Yogamani
,
Stefan Milz
,
Raoul Zöllner
Exploring Deep Spiking Neural Networks for Automated Driving Applications.
CoRR
(2019)
Senthil Kumar Yogamani
,
Christian Witt
,
Hazem Rashed
,
Sanjaya Nayak
,
Saquib Mansoor
,
Padraig Varley
,
Xavier Perrotton
,
Derek O'Dea
,
Patrick Pérez
,
Ciarán Hughes
,
Jonathan Horgan
,
Ganesh Sistu
,
Sumanth Chennupati
,
Michal Uricár
,
Stefan Milz
,
Martin Simon
,
Karl Amende
WoodScape: A Multi-Task, Multi-Camera Fisheye Dataset for Autonomous Driving.
ICCV
(2019)
Stefan Milz
,
Martin Simon
,
Kai Fischer
,
Maximilian Pöpperl
,
Horst-Michael Gross
Points2Pix: 3D Point-Cloud to Image Translation Using Conditional GANs.
GCPR
(2019)
Martin Simon
,
Karl Amende
,
Andrea Kraus
,
Jens Honer
,
Timo Sämann
,
Hauke Kaulbersch
,
Stefan Milz
,
Horst-Michael Gross
Complexer-YOLO: Real-Time 3D Object Detection and Tracking on Semantic Point Clouds.
CoRR
(2019)
Stefan Milz
,
Martin Simon
,
Kai Fischer
,
Maximilian Pöpperl
Points2Pix: 3D Point-Cloud to Image Translation using conditional Generative Adversarial Networks.
CoRR
(2019)
Ganesh Sistu
,
Isabelle Leang
,
Sumanth Chennupati
,
Senthil Kumar Yogamani
,
Ciarán Hughes
,
Stefan Milz
,
Samir A. Rawashdeh
NeurAll: Towards a Unified Visual Perception Model for Automated Driving.
ITSC
(2019)
Varun Ravi Kumar
,
Stefan Milz
,
Christian Witt
,
Martin Simon
,
Karl Amende
,
Johannes Petzold
,
Senthil Kumar Yogamani
,
Timo Pech
Monocular Fisheye Camera Depth Estimation Using Sparse LiDAR Supervision.
ITSC
(2018)
Timo Sämann
,
Karl Amende
,
Stefan Milz
,
Christian Witt
,
Martin Simon
,
Johannes Petzold
Efficient Semantic Segmentation for Visual Bird's-eye View Interpretation.
CoRR
(2018)
Stefan Milz
,
Georg Arbeiter
,
Christian Witt
,
Bassam Abdallah
,
Senthil Kumar Yogamani
Visual SLAM for Automated Driving: Exploring the Applications of Deep Learning.
CVPR Workshops
(2018)
Stefan Milz
,
Tobias Rüdiger
,
Sebastian Süss
Aerial GANeration: Towards Realistic Data Augmentation Using Conditional GANs.
ECCV Workshops (2)
(2018)
Timo Sämann
,
Karl Amende
,
Stefan Milz
,
Christian Witt
,
Martin Simon
,
Johannes Petzold
Efficient Semantic Segmentation for Visual Bird's-Eye View Interpretation.
IAS
(2018)
Martin Simon
,
Stefan Milz
,
Karl Amende
,
Horst-Michael Gross
Complex-YOLO: An Euler-Region-Proposal for Real-Time 3D Object Detection on Point Clouds.
ECCV Workshops (1)
(2018)
Martin Simon
,
Stefan Milz
,
Karl Amende
,
Horst-Michael Gross
Complex-YOLO: Real-time 3D Object Detection on Point Clouds.
CoRR
(2018)
Varun Ravi Kumar
,
Stefan Milz
,
Martin Simon
,
Christian Witt
,
Karl Amende
,
Johannes Petzold
,
Senthil Kumar Yogamani
Monocular Fisheye Camera Depth Estimation Using Semi-supervised Sparse Velodyne Data.
CoRR
(2018)
Helmut Troster
,
Stefan Milz
,
Michael F. Trendelenburg
,
F. Jorder
,
Hanns-Peter Scharf
,
Markus L. R. Schwarz
Detection of Micro- to Nano-Sized Particles in Soft Tissue.
MICCAI (2)
(2004)