Christoph M. Friedrich

Orcid: 0000-0001-7906-0038

Affiliations:
  • University of Applied Sciences and Arts Dortmund, Germany


According to our database1, Christoph M. Friedrich authored at least 104 papers between 1997 and 2024.

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

Timeline

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Bibliography

2024
Monitoring Flow-Forming Processes Using Design of Experiments and a Machine Learning Approach Based on Randomized-Supervised Time Series Forest and Recursive Feature Elimination.
Sensors, March, 2024

Systematic comparison of 3D Deep learning and classical machine learning explanations for Alzheimer's Disease detection.
Comput. Biol. Medicine, March, 2024

Diabetic foot ulcers segmentation challenge report: Benchmark and analysis.
Medical Image Anal., 2024

SALT: Introducing a Framework for Hierarchical Segmentations in Medical Imaging using Softmax for Arbitrary Label Trees.
CoRR, 2024

ROCOv2: Radiology Objects in COntext Version 2, an Updated Multimodal Image Dataset.
CoRR, 2024


Comprehensive Study on German Language Models for Clinical and Biomedical Text Understanding.
Proceedings of the 2024 Joint International Conference on Computational Linguistics, 2024

Overview of ImageCLEFmedical 2024 - Caption Prediction and Concept Detection.
Proceedings of the Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024), 2024


WisPerMed at BioLaySumm: Adapting Autoregressive Large Language Models for Lay Summarization of Scientific Articles.
Proceedings of the 23rd Workshop on Biomedical Natural Language Processing, 2024

WisPerMed at "Discharge Me!": Advancing Text Generation in Healthcare with Large Language Models, Dynamic Expert Selection, and Priming Techniques on MIMIC-IV.
Proceedings of the 23rd Workshop on Biomedical Natural Language Processing, 2024

2023


Domain Adaptation of Transformer-Based Models Using Unlabeled Data for Relevance and Polarity Classification of German Customer Feedback.
SN Comput. Sci., March, 2023

Static and Dynamic Accuracy and Occlusion Robustness of SteamVR Tracking 2.0 in Multi-Base Station Setups.
Sensors, January, 2023

Medication event extraction in clinical notes: Contribution of the WisPerMed team to the n2c2 2022 challenge.
J. Biomed. Informatics, 2023

On the Impact of Cross-Domain Data on German Language Models.
CoRR, 2023

App-Guided ICAROS Pro Training via SteamVR Tracking 2.0 and Zephyr BioHarness 3.0.
Proceedings of the 12th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications, 2023

Teaching Machine Learning with Industrial Projects in a Joint Computer Science Master Course: Experiences, Challenges, Perspectives.
Proceedings of the 2nd IEEE German Education Conference, 2023

PreprintResolver: Improving Citation Quality by Resolving Published Versions of ArXiv Preprints Using Literature Databases.
Proceedings of the Linking Theory and Practice of Digital Libraries: 27th International Conference on Theory and Practice of Digital Libraries, 2023

On the Impact of Cross-Domain Data on German Language Models.
Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2023, 2023


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Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Overview of ImageCLEFmedical 2023 - Caption Prediction and Concept Detection.
Proceedings of the Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2023), 2023


Joint Feature Learning of Image Data with Embedded Metadata to Leverage Snake Species Classification.
Proceedings of the Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2023), 2023

2022
Machine Learning Workflow to Explain Black-Box Models for Early Alzheimer's Disease Classification Evaluated for Multiple Datasets.
SN Comput. Sci., 2022

Bayesian network analysis reveals the interplay of intracranial aneurysm rupture risk factors.
Comput. Biol. Medicine, 2022

Unconditionally Generated and Pseudo-Labeled Synthetic Images for Diabetic Foot Ulcer Segmentation Dataset Extension.
Proceedings of the Diabetic Foot Ulcers Grand Challenge - Third Challenge, 2022


Overview of ImageCLEFmedical 2022 - Caption Prediction and Concept Detection.
Proceedings of the Working Notes of CLEF 2022 - Conference and Labs of the Evaluation Forum, Bologna, Italy, September 5th - to, 2022


Combination of Object Detection, Geospatial Data, and Feature Concatenation for Snake Species Identification.
Proceedings of the Working Notes of CLEF 2022 - Conference and Labs of the Evaluation Forum, Bologna, Italy, September 5th - to, 2022

Heart Rate Estimation based on Optical Flow: Enabling Smooth Angle Changes in Ultrasound Simulation.
Proceedings of the 15th International Joint Conference on Biomedical Engineering Systems and Technologies, 2022

Classification and Direction Detection of Ambient Sounds on Microsoft HoloLens to Support Hearing-impaired People.
Proceedings of the 15th International Joint Conference on Biomedical Engineering Systems and Technologies, 2022

2021
Deep learning in diabetic foot ulcers detection: A comprehensive evaluation.
Comput. Biol. Medicine, 2021

WisPerMed Text at TREC Clinical Trials Track 2021.
Proceedings of the Thirtieth Text REtrieval Conference, 2021

Boosting EfficientNets Ensemble Performance via Pseudo-Labels and Synthetic Images by pix2pixHD for Infection and Ischaemia Classification in Diabetic Foot Ulcers.
Proceedings of the Diabetic Foot Ulcers Grand Challenge - Second Challenge, 2021


Overview of the ImageCLEFmed 2021 Concept & Caption Prediction Task.
Proceedings of the Working Notes of CLEF 2021 - Conference and Labs of the Evaluation Forum, Bucharest, Romania, September 21st - to, 2021


EfficientNets and Vision Transformers for Snake Species Identification Using Image and Location Information.
Proceedings of the Working Notes of CLEF 2021 - Conference and Labs of the Evaluation Forum, Bucharest, Romania, September 21st - to, 2021

DETR and YOLOv5: Exploring Performance and Self-Training for Diabetic Foot Ulcer Detection.
Proceedings of the 34th IEEE International Symposium on Computer-Based Medical Systems, 2021

Comparison of Automated Volume Extraction with FreeSurfer and FastSurfer for Early Alzheimer's Disease Detection with Machine Learning.
Proceedings of the 34th IEEE International Symposium on Computer-Based Medical Systems, 2021

Developing a Machine Learning Workflow to Explain Black-box Models for Alzheimer's Disease Classification.
Proceedings of the 14th International Joint Conference on Biomedical Engineering Systems and Technologies, 2021

2020
Utilizing Neural Networks and Linguistic Metadata for Early Detection of Depression Indications in Text Sequences.
IEEE Trans. Knowl. Data Eng., 2020

Mimicking the radiologists' workflow: Estimating pediatric hand bone age with stacked deep neural networks.
Medical Image Anal., 2020

Using Bayesian Optimization to Effectively Tune Random Forest and XGBoost Hyperparameters for Early Alzheimer's Disease Diagnosis.
Proceedings of the Wireless Mobile Communication and Healthcare, 2020


Project-Based Learning in a Machine Learning Course with Differentiated Industrial Projects for Various Computer Science Master Programs.
Proceedings of the 32nd IEEE Conference on Software Engineering Education and Training, 2020

Multilingual ICD-10 Code Assignment with Transformer Architectures using MIMIC-III Discharge Summaries.
Proceedings of the Working Notes of CLEF 2020, 2020

Overview of the ImageCLEFmed 2020 Concept Prediction Task: Medical Image Understanding.
Proceedings of the Working Notes of CLEF 2020, 2020


Combination of Image and Location Information for Snake Species Identification using Object Detection and EfficientNets.
Proceedings of the Working Notes of CLEF 2020, 2020

The Effects of Colour Enhancement and IoU Optimisation on Object Detection and Segmentation of Coral Reef Structures.
Proceedings of the Working Notes of CLEF 2020, 2020

2019
Branding - Fusion of Meta Data and Musculoskeletal Radiographs for Multi-Modal Diagnostic Recognition.
Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision Workshops, 2019

UMLS mapping and Word embeddings for ICD code assignment using the MIMIC-III intensive care database.
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019

Variations on Branding with Text Occurrence for Optimized Body Parts Classification.
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019

Classification of Alzheimer's Disease using volumetric features of multiple MRI scans.
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019

A Comparative Evaluation of SteamVR Tracking and the OptiTrack System for Medical Device Tracking.
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019


Overview of the ImageCLEFmed 2019 Concept Detection Task.
Proceedings of the Working Notes of CLEF 2019, 2019


2018
Radiology Objects in COntext (ROCO): A Multimodal Image Dataset.
Proceedings of the Intravascular Imaging and Computer Assisted Stenting - and - Large-Scale Annotation of Biomedical Data and Expert Label Synthesis, 2018

Proof-of-Property - A Lightweight and Scalable Blockchain Protocol.
Proceedings of the 1st IEEE/ACM International Workshop on Emerging Trends in Software Engineering for Blockchain, 2018

Optimizing Body Region Classification with Deep Convolutional Activation Features.
Proceedings of the Computer Vision - ECCV 2018 Workshops, 2018

Word Embeddings and Linguistic Metadata at the CLEF 2018 Tasks for Early Detection of Depression and Anorexia.
Proceedings of the Working Notes of CLEF 2018, 2018

Adopting Semantic Information of Grayscale Radiographs for Image Classification and Retrieval.
Proceedings of the 11th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2018), 2018

Object Detection Featuring 3D Audio Localization for Microsoft HoloLens - A Deep Learning based Sensor Substitution Approach for the Blind.
Proceedings of the 11th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2018), 2018

2017
Early Detection of Depression Based on Linguistic Metadata Augmented Classifiers Revisited - Best of the eRisk Lab Submission.
Proceedings of the Experimental IR Meets Multilinguality, Multimodality, and Interaction, 2017

Linguistic Metadata Augmented Classifiers at the CLEF 2017 Task for Early Detection of Depression.
Proceedings of the Working Notes of CLEF 2017, 2017

Keyword Generation for Biomedical Image Retrieval with Recurrent Neural Networks.
Proceedings of the Working Notes of CLEF 2017, 2017

Improving Model Performance for Plant Image Classification With Filtered Noisy Images.
Proceedings of the Working Notes of CLEF 2017, 2017

Optimized Convolutional Neural Network Ensembles for Medical Subfigure Classification.
Proceedings of the Experimental IR Meets Multilinguality, Multimodality, and Interaction, 2017

Recognizing Bird Species in Audio Files Using Transfer Learning.
Proceedings of the Working Notes of CLEF 2017, 2017

2016
nmfgpu4R: GPU-Accelerated Computation of the Non-Negative Matrix Factorization (NMF) Using CUDA Capable Hardware.
R J., 2016

Traditional Feature Engineering and Deep Learning Approaches at Medical Classification Task of ImageCLEF 2016.
Proceedings of the Working Notes of CLEF 2016, 2016

2015
FHDO Biomedical Computer Science Group at Medical Classification Task of ImageCLEF 2015.
Proceedings of the Working Notes of CLEF 2015, 2015

2012
Selection of representative SNP sets for genome-wide association studies: a metaheuristic approach.
Optim. Lett., 2012

General Sales Forecast Models for Automobile Markets and their Analysis.
Trans. Mach. Learn. Data Min., 2012

Mining biomarker information in biomedical literature.
BMC Medical Informatics Decis. Mak., 2012

2011
Challenges in the association of human single nucleotide polymorphism mentions with unique database identifiers.
BMC Bioinform., 2011

General Sales Forecast Models for Automobile Markets Based on Time Series Analysis and Data Mining Techniques.
Proceedings of the Advances in Data Mining. Applications and Theoretical Aspects, 2011

2010
@neurIST: Infrastructure for Advanced Disease Management Through Integration of Heterogeneous Data, Computing, and Complex Processing Services.
IEEE Trans. Inf. Technol. Biomed., 2010

Cross-Project Uptake of Biomedical Text Mining Results for Candidate Gene Searches.
ERCIM News, 2010

Prior Art Search in Chemistry Patents Based On Semantic Concepts and Co-Citation Analysis.
Proceedings of The Nineteenth Text REtrieval Conference, 2010

Abstracts versus Full Texts and Patents: A Quantitative Analysis of Biomedical Entities.
Proceedings of the Advances in Multidisciplinary Retrieval, 2010

2009
A New Approach to Explicable Sales Forecast Models for the German Automobile Market.
ERCIM News, 2009

Patent Retrieval in Chemistry Based on Semantically Tagged Named Entities.
Proceedings of The Eighteenth Text REtrieval Conference, 2009

User's Choice of Precision and Recall in Named Entity Recognition.
Proceedings of the Recent Advances in Natural Language Processing, 2009

Feature Subset Selection in Conditional Random Fields for Named Entity Recognition.
Proceedings of the Recent Advances in Natural Language Processing, 2009

A Sales Forecast Model for the German Automobile Market Based on Time Series Analysis and Data Mining Methods.
Proceedings of the Advances in Data Mining. Applications and Theoretical Aspects, 2009

2008
Detection of IUPAC and IUPAC-like chemical names.
Proceedings of the Proceedings 16th International Conference on Intelligent Systems for Molecular Biology (ISMB), 2008


@neuLink: A Service-oriented Application for Biomedical Knowledge Discovery.
Proceedings of the Global Healthgrid: e-Science Meets Biomedical Informatics, 2008

@neurIST - Chronic Disease Management through Integration of Heterogeneous Data and Computer-interpretable Guideline Services.
Proceedings of the Global Healthgrid: e-Science Meets Biomedical Informatics, 2008

@neurIST - Towards a System Architecture for Advanced Disease Management through Integration of Heterogeneous Data, Computing, and Complex Processing Services.
Proceedings of the Twenty-First IEEE International Symposium on Computer-Based Medical Systems, 2008

Initial Results on Knowledge Discovery and Decision Support for Intracranial Aneurysms.
Proceedings of the First International Conference on Health Informatics, 2008

2007
Identifying gene-Specific Variations in Biomedical Text.
J. Bioinform. Comput. Biol., 2007

Comparison of a Novel Combined ECOC Strategy with Different Multiclass Algorithms Together with Parameter Optimization Methods.
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2007

2006
Kombinationen evolutionär optimierter Klassifikatoren.
PhD thesis, 2006

Biomedical and Chemical Named Entity Recognition with Conditional Random Fields: The Advantage of Dictionary Features.
Proceedings of the Second International Symposium on Semantic Mining in Biomedicine, 2006

1997
Using Genetic Engineering To Find Modular Structures for Architectures of Artificial Neural Networks.
Proceedings of the International Conference on Artificial Neural Nets and Genetic Algorithms, 1997

Using Genetic Engineering to Find Modular Structures and Activation Functions for Architectures of Artificial Neural Networks.
Proceedings of the Computational Intelligence, 1997


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