Search Results for author: Martin Simon

Found 12 papers, 2 papers with code

A Benchmark for Spray from Nearby Cutting Vehicles

no code implementations24 Aug 2021 Stefanie Walz, Mario Bijelic, Florian Kraus, Werner Ritter, Martin Simon, Igor Doric

Current driver assistance systems and autonomous driving stacks are limited to well-defined environment conditions and geo fenced areas.

Autonomous Driving Benchmarking

Conference proceedings KI4Industry AI for SMEs -- The online congress for practical entry into AI for SMEs

no code implementations14 Jun 2021 Michael Arnemann, Per Olof Beckemeier, Thomas Bertram, Michael Eder, Maximilian Erschig, Matthias Feiner, Francisco Javier Fernandez Garcia, Frederic Foerster, Ruediger Haas, Martin Kipfmueller, Jan Kotschenreuther, Bernd Langer, Ivan Lozada Rodriguez, Thomas Meibert, Simon Ottenhaus, Stefan Paschek, Lars Pfotzer, Michael M. Roth, Tim Schanz, Philip Scherer, Janine Schwienke, Martin Simon, Robin Tenscher-Philipp

The Institute of Materials and Processes, IMP, of the University of Applied Sciences in Karlsruhe, Germany in cooperation with VDI Verein Deutscher Ingenieure e. V, AEN Automotive Engineering Network and their cooperation partners present their competences of AI-based solution approaches in the production engineering field.

Multilevel Monte Carlo learning

no code implementations17 Feb 2021 Thomas Gerstner, Bastian Harrach, Daniel Roth, Martin Simon

The idea is to train several neural networks, each having a certain approximation quality and computational complexity, with training data computed from so-called level estimators, introduced by Giles.

Numerical Analysis Numerical Analysis

Brexit Risk Implied by the SABR Martingale Defect in the EUR-GBP Smile

no code implementations12 Dec 2019 Petteri Piiroinen, Lassi Roininen, Martin Simon

We construct a data-driven statistical indicator for quantifying the tail risk perceived by the EURGBP option market surrounding Brexit-related events.

Complexer-YOLO: Real-Time 3D Object Detection and Tracking on Semantic Point Clouds

no code implementations16 Apr 2019 Martin Simon, Karl Amende, Andrea Kraus, Jens Honer, Timo Sämann, Hauke Kaulbersch, Stefan Milz, Horst Michael Gross

Accurate detection of 3D objects is a fundamental problem in computer vision and has an enormous impact on autonomous cars, augmented/virtual reality and many applications in robotics.

3D Object Detection Autonomous Driving +4

Points2Pix: 3D Point-Cloud to Image Translation using conditional Generative Adversarial Networks

no code implementations26 Jan 2019 Stefan Milz, Martin Simon, Kai Fischer, Maximillian Pöpperl

The generator is capable of processing three conditions, whereas the point-cloud is encoded as raw point-set and camera projection.

object-detection Object Detection +1

Efficient Semantic Segmentation for Visual Bird's-eye View Interpretation

no code implementations29 Nov 2018 Timo Sämann, Karl Amende, Stefan Milz, Christian Witt, Martin Simon, Johannes Petzold

The ability to perform semantic segmentation in real-time capable applications with limited hardware is of great importance.

Segmentation Semantic Segmentation

Complex-YOLO: Real-time 3D Object Detection on Point Clouds

10 code implementations16 Mar 2018 Martin Simon, Stefan Milz, Karl Amende, Horst-Michael Gross

We introduce Complex-YOLO, a state of the art real-time 3D object detection network on point clouds only.

3D Object Detection Autonomous Driving +5

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