Philipp Koch

Orcid: 0000-0003-2825-7943

According to our database1, Philipp Koch authored at least 63 papers between 2014 and 2023.

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

Timeline

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Bibliography

2023
L-SeqSleepNet: Whole-cycle Long Sequence Modeling for Automatic Sleep Staging.
IEEE J. Biomed. Health Informatics, October, 2023

Multimodal Deep Learning.
CoRR, 2023

L-SeqSleepNet: Whole-cycle Long Sequence Modelling for Automatic Sleep Staging.
CoRR, 2023

Thermal Perception and Response to Overwarmed Contact and Surface Heating on Heat-Sensitive-Impaired Individuals in a BMW Vehicle Environment.
Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, 2023

A tailored Handwritten-Text-Recognition System for Medieval Latin.
Proceedings of the Ancient Language Processing Workshop, 2023

Improving Automatic Sleep Staging Via Temporal Smoothness Regularization.
Proceedings of the IEEE International Conference on Acoustics, 2023

LiDAR-Based Augmented Reality for the Development of Test Scenarios on Safety for Autonomous Operation of a Shunting Locomotive.
Proceedings of the IEEE International Conference on Autonomous Robot Systems and Competitions, 2023

2022
hCoCena: horizontal integration and analysis of transcriptomics datasets.
Bioinform., October, 2022

SleepTransformer: Automatic Sleep Staging With Interpretability and Uncertainty Quantification.
IEEE Trans. Biomed. Eng., 2022

XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging.
IEEE Trans. Pattern Anal. Mach. Intell., 2022

Multidimensional Economic Complexity: How the Geography of Trade, Technology, and Research Explain Inclusive Green Growth.
CoRR, 2022

Locus-specific expression analysis of transposable elements.
Briefings Bioinform., 2022

Polyphonic Audio Event Detection: Multi-Label or Multi-Class Multi-Task Classification Problem?
Proceedings of the IEEE International Conference on Acoustics, 2022

Traversability Analysis for Wheeled Robots using Point-Region-Quad-Tree based Elevation Maps.
Proceedings of the IEEE International Conference on Autonomous Robot Systems and Competitions, 2022

Convolutive Attention for Image Registration.
Proceedings of the 30th European Signal Processing Conference, 2022

Pre-trained language models evaluating themselves - A comparative study.
Proceedings of the Third Workshop on Insights from Negative Results in NLP, 2022

2021
Towards More Accurate Automatic Sleep Staging via Deep Transfer Learning.
IEEE Trans. Biomed. Eng., 2021

Multi-View Audio And Music Classification.
Proceedings of the IEEE International Conference on Acoustics, 2021

Self-Attention Generative Adversarial Network for Speech Enhancement.
Proceedings of the IEEE International Conference on Acoustics, 2021

sEMG-Based Hand Movement Regression by Prediction of Joint Angles With Recurrent Neural Networks.
Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2021

Rapidly-Exploring Random Graph Next-Best View Exploration for Ground Vehicles.
Proceedings of the 10th European Conference on Mobile Robots, 2021

2020
Improving GANs for Speech Enhancement.
IEEE Signal Process. Lett., 2020

On Multitask Loss Function for Audio Event Detection and Localization.
CoRR, 2020

XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging.
CoRR, 2020

Personalized Automatic Sleep Staging with Single-Night Data: a Pilot Study with KL-Divergence Regularization.
CoRR, 2020

Signed Distance Based Reconstruction for Exploration and Change Detection in Underground Mining Disaster Prevention.
Proceedings of the IEEE International Symposium on Safety, Security, and Rescue Robotics, 2020

State Machine for Arbitrary Robots for Exploration and Inspection Tasks.
Proceedings of the ICVISP 2020: 4th International Conference on Vision, 2020

A Recovery Algorithm based on the Kaczmarz Algorithm and ADMM Splitting with Application to Convex Optimization in Magnetic Particle Imaging.
Proceedings of the 28th European Signal Processing Conference, 2020

RNN With Stacked Architecture for sEMG based Sequence-to-Sequence Hand Gesture Recognition.
Proceedings of the 28th European Signal Processing Conference, 2020

Regression of Hand Movements from sEMG Data with Recurrent Neural Networks.
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020

On Multitask Loss Function for Audio Event Detection and Localization.
Proceedings of 5th the Workshop on Detection and Classification of Acoustic Scenes and Events 2020 (DCASE 2020), 2020

2019
Signed Distance Based Reconstruction for Exploration and Change Detection in Underground Mining Disaster Prevention.
Proceedings of the IEEE International Symposium on Safety, Security, and Rescue Robotics, 2019

Spatio-Temporal Attention Pooling for Audio Scene Classification.
Proceedings of the Interspeech 2019, 2019

Unifying Isolated and Overlapping Audio Event Detection with Multi-label Multi-task Convolutional Recurrent Neural Networks.
Proceedings of the IEEE International Conference on Acoustics, 2019

Forked Recurrent Neural Network for Hand Gesture Classification Using Inertial Measurement Data.
Proceedings of the IEEE International Conference on Acoustics, 2019

Hidden Champions: A Study on Recruiting Top-Level Staff in Rural Areas.
Proceedings of the HCI in Business, Government and Organizations. Information Systems and Analytics, 2019

Deep Transfer Learning for Single-Channel Automatic Sleep Staging with Channel Mismatch.
Proceedings of the 27th European Signal Processing Conference, 2019

Inhomogeneously Stacked RNN for Recognizing Hand Gestures from Magnetometer Data.
Proceedings of the 27th European Signal Processing Conference, 2019

Fusion of End-to-End Deep Learning Models for Sequence-to-Sequence Sleep Staging.
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019

A Recurrent Neural Network for Hand Gesture Recognition based on Accelerometer Data.
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019

2018
A Compressed Sensing Framework for Dynamic Sound-Field Measurements.
IEEE ACM Trans. Audio Speech Lang. Process., 2018

Beyond Equal-Length Snippets: How Long is Sufficient to Recognize an Audio Scene?
CoRR, 2018

Enabling Early Audio Event Detection with Neural Networks.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Compressive Sampling of Sound Fields Using Moving Microphones.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Simultaneous Estimation of a System Matrix by Compressed Sensing and Finding Optimal Regularization Parameters for the Inversion Problem.
Proceedings of the 26th European Signal Processing Conference, 2018

Recurrent Neural Networks with Weighting Loss for Early prediction of Hand Movements.
Proceedings of the 26th European Signal Processing Conference, 2018

Recurrent Neural Network Based Early Prediction of Future Hand Movements.
Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018

2017
Improved Audio Scene Classification Based on Label-Tree Embeddings and Convolutional Neural Networks.
IEEE ACM Trans. Audio Speech Lang. Process., 2017

Audio Scene Classification with Deep Recurrent Neural Networks.
Proceedings of the Interspeech 2017, 2017

Sensor Fusion Approach for an Autonomous Shunting Locomotive.
Proceedings of the Informatics in Control, Automation and Robotics, 2017

CNN-LTE: A class of 1-X pooling convolutional neural networks on label tree embeddings for audio scene classification.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Measurement of sound fields using moving microphones.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Multigrid reconstruction of sound fields using moving microphones.
Proceedings of the Hands-free Speech Communications and Microphone Arrays, 2017

What makes audio event detection harder than classification?
Proceedings of the 25th European Signal Processing Conference, 2017

Early prediction of future hand movements using sEMG data.
Proceedings of the 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2017

2016
Multi-Robot Localization and Mapping Based on Signed Distance Functions.
J. Intell. Robotic Syst., 2016

What Make Audio Event Detection Harder than Classification?
CoRR, 2016

CaR-FOREST: Joint Classification-Regression Decision Forests for Overlapping Audio Event Detection.
CoRR, 2016

CNN-LTE: a Class of 1-X Pooling Convolutional Neural Networks on Label Tree Embeddings for Audio Scene Recognition.
CoRR, 2016

Label Tree Embeddings for Acoustic Scene Classification.
Proceedings of the 2016 ACM Conference on Multimedia Conference, 2016

2015
Detection of Specular Reflections in Range Measurements for Faultless Robotic SLAM.
Proceedings of the Robot 2015: Second Iberian Robotics Conference, 2015

Multi-robot Localization and Mapping Based on Signed Distance Functions.
Proceedings of the 2015 IEEE International Conference on Autonomous Robot Systems and Competitions, 2015

2014
A Generalized 2D and 3D Multi-Sensor Data Integration Approach based on Signed Distance Functions for Multi-Modal Robotic Mapping.
Proceedings of the 19th International Workshop on Vision, Modeling, and Visualization, 2014


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