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Ronny Hug
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2020 – today
- 2024
- [c11]Stefan Becker
, Jens Bayer
, Ronny Hug
, Wolfgang Hübner
, Michael Arens
:
Utilizing Dataset Affinity Prediction in Object Detection to Assess Training Data. ROBOVIS 2024: 260-277 - [i12]Ronny Hug, Stefan Becker, Wolfgang Hübner, Michael Arens:
Generating Synthetic Ground Truth Distributions for Multi-step Trajectory Prediction using Probabilistic Composite B\'ezier Curves. CoRR abs/2404.04397 (2024) - 2023
- [i11]Stefan Becker, Jens Bayer, Ronny Hug, Wolfgang Hübner, Michael Arens:
Utilizing dataset affinity prediction in object detection to assess training data. CoRR abs/2311.09768 (2023) - 2022
- [b1]Ronny Hug:
Probabilistic Parametric Curves for Sequence Modeling. Karlsruhe Institute of Technology, Germany, 2022 - [i10]Ronny Hug, Stefan Becker, Wolfgang Hübner, Michael Arens, Jürgen Beyerer:
Bézier Curve Gaussian Processes. CoRR abs/2205.01754 (2022) - 2021
- [j1]Ronny Hug
, Stefan Becker
, Wolfgang Hübner
, Michael Arens
:
Quantifying the Complexity of Standard Benchmarking Datasets for Long-Term Human Trajectory Prediction. IEEE Access 9: 77693-77704 (2021) - [c10]Stefan Becker
, Ronny Hug
, Wolfgang Hübner
, Michael Arens
, Brendan Tran Morris
:
Handling Missing Observations with an RNN-based Prediction-Update Cycle. CAIP (1) 2021: 311-321 - [c9]Stefan Becker
, Ronny Hug
, Wolfgang Hübner
, Michael Arens
, Brendan Tran Morris
:
MissFormer: (In-)Attention-Based Handling of Missing Observations for Trajectory Filtering and Prediction. ISVC (1) 2021: 521-533 - [c8]Stefan Becker, Ronny Hug, Wolfgang Hübner, Michael Arens, Brendan Tran Morris:
Generating Synthetic Training Data for Deep Learning-based UAV Trajectory Prediction. ROBOVIS 2021: 13-21 - [i9]Stefan Becker, Ronny Hug, Wolfgang Hübner, Michael Arens, Brendan Tran Morris:
Handling Missing Observations with an RNN-based Prediction-Update Cycle. CoRR abs/2103.11747 (2021) - [i8]Stefan Becker, Ronny Hug, Wolfgang Hübner, Michael Arens, Brendan Tran Morris:
MissFormer: (In-)attention-based handling of missing observations for trajectory filtering and prediction. CoRR abs/2106.16009 (2021) - [i7]Stefan Becker, Ronny Hug, Wolfgang Hübner, Michael Arens, Brendan Tran Morris:
Generating Synthetic Training Data for Deep Learning-Based UAV Trajectory Prediction. CoRR abs/2107.00422 (2021) - 2020
- [c7]Ronny Hug, Wolfgang Hübner, Michael Arens:
Introducing Probabilistic Bézier Curves for N-Step Sequence Prediction. AAAI 2020: 10162-10169 - [p2]Christian Bauckhage, Wolfgang Hübner, Ronny Hug, Gerhard Paaß, Stefan Rüping:
Grundlagen des Maschinellen Lernens. Handbuch der Künstlichen Intelligenz 2020: 429-508 - [p1]Christian Bauckhage, Wolfgang Hübner, Ronny Hug, Gerhard Paaß:
Tiefe neuronale Netze. Handbuch der Künstlichen Intelligenz 2020: 509-570 - [i6]Ronny Hug, Stefan Becker, Wolfgang Hübner, Michael Arens:
A Short Note on Analyzing Sequence Complexity in Trajectory Prediction Benchmarks. CoRR abs/2004.04677 (2020) - [i5]Ronny Hug, Stefan Becker, Wolfgang Hübner, Michael Arens:
Quantifying the Complexity of Standard Benchmarking Datasets for Long-Term Human Trajectory Prediction. CoRR abs/2005.13934 (2020)
2010 – 2019
- 2019
- [c6]Stefan Becker
, Ronny Hug
, Wolfgang Hübner
, Michael Arens
:
An RNN-Based IMM Filter Surrogate. SCIA 2019: 387-398 - [i4]Stefan Becker, Ronny Hug, Wolfgang Hübner, Michael Arens:
An RNN-based IMM Filter Surrogate. CoRR abs/1902.01739 (2019) - [i3]Ronny Hug, Wolfgang Hübner, Michael Arens:
Modeling continuous-time stochastic processes using $\mathcal{N}$-Curve mixtures. CoRR abs/1908.04030 (2019) - 2018
- [c5]Stefan Becker
, Ronny Hug
, Wolfgang Hübner
, Michael Arens
:
RED: A Simple but Effective Baseline Predictor for the TrajNet Benchmark. ECCV Workshops (3) 2018: 138-153 - [c4]Ronny Hug, Stefan Becker, Wolfgang Htibner, Michael Arens:
Particle-based Pedestrian Path Prediction using LSTM-MDL Models. ITSC 2018: 2684-2691 - [i2]Ronny Hug, Stefan Becker, Wolfgang Hübner, Michael Arens:
Particle-based pedestrian path prediction using LSTM-MDL models. CoRR abs/1804.05546 (2018) - [i1]Stefan Becker, Ronny Hug, Wolfgang Hübner, Michael Arens:
An Evaluation of Trajectory Prediction Approaches and Notes on the TrajNet Benchmark. CoRR abs/1805.07663 (2018) - 2017
- [c3]Ronny Hug, Wolfgang Hübner, Michael Arens:
Supporting generative models of spatial behavior by user interaction. ESANN 2017 - 2015
- [c2]Mathias Landhaeusser
, Ronny Hug:
Text Understanding for Programming in Natural Language: Control Structures. RAISE@ICSE 2015: 7-12 - [c1]Achim Kuwertz, Cornelius Goldbeck, Ronny Hug, Jürgen Beyerer:
Towards Web-Based Semantic Knowledge Completion for Adaptive World Modeling in Cognitive Systems. UKSim 2015: 165-170
Coauthor Index
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