Forschung · Publikationen
30 Jahre peer-reviewte Forschung.
Die vollständige Liste mit 28 Arbeiten zu Dokumentenanalyse, Handschrifterkennung und neuronalen Netzen.
- 2026 DCA P0 · Foundations: the biological grounding (four pillars) Preprint (Zenodo) · Neural Computation
- 2026 DCA P1 · Theory I: the convergence framework (Axioms A1 to A5, Prop. 1 to 4) Preprint (Zenodo) · TMLR
- 2026 DocVQA 2026 Technical Report · first place (>35B, 60.00%) Preprint (Zenodo) · IJDAR
- 2026 Enforcing 3D Coherence in Semi-Supervised Segmentation for Pancreatic Tumor Histopathology from Light Sheet Fluorescence Microscopy MIDL 2026 · PMLR 315 · Poster
- 2025 A benchmark analysis of feature selection and machine learning methods for environmental metabarcoding datasets CSBJ
- 2022 Application of a Deep Learning Approach to Analyze Large-Scale MRI Data of the Spine Healthcare / MDPI
- 2022 Rescoring Sequence-to-Sequence Models for Text Line Recognition with CTC-Prefixes DAS 2022
- 2021 Optimizing Small BERTs Trained for German NER Information / MDPI
- 2021 Mixed Model OCR Training on Historical Latin Script for Out-of-the-Box Recognition and Fine-tuning arXiv
- 2021 Transformer for Handwritten Text Recognition using Bidirectional Post-Decoding ICDAR 2021
- 2021 One-Model Ensemble-Learning for Text Recognition of Historical Printings ICDAR 2021
- 2021 tfaip: a Generic and Powerful Research Framework for Deep Learning based on Tensorflow JOSS
- 2020 Two Semi-Supervised Training Approaches for Automated Text Recognition
- 2019 Evaluating Sequence-to-Sequence Models for Handwritten Text Recognition ICDAR 2019
- 2019 End-To-End Measure for Text Recognition ICDAR 2019
- 2018 System Description of CITlab's Recognition & Retrieval Engine for ICDAR2017 Competition on Information Extraction in Historical Handwritten Records ICDAR 2017
- 2018 Neural Text Line Extraction in Historical Documents: A Two-Stage Clustering Approach
- 2018 READ-BAD: A New Dataset and Evaluation Scheme for Baseline Detection in Archival Documents DAS 2018
- 2017 A Robust and Binarization-Free Approach for Text Line Detection in Historical Documents ICDAR 2017
- 2017 Decoding the Output of Neural Networks: A Discriminative Approach
- 2016 CITlab ARGUS for Keyword Search in Historical Handwritten Documents · ImageCLEF 2016 CEUR
- 2016 Cells in Multidimensional Recurrent Neural Networks JMLR
- 2016 Regular Expressions for Decoding of Neural Network Outputs Neural Networks
- 2016 CITlab ARGUS for Historical Handwritten Documents: HTRtS 2015 (tranScriptorium Dataset)
- 2014 CITlab ARGUS for Historical Handwritten Documents: HTRtS 2014 Handwritten Text Recognition Task
- 2014 CITlab ARGUS for Historical Data Tables: ANWRESH-2014 Word Recognition Task
- 2014 CITlab ARGUS for Arabic Handwriting: OpenHaRT 2013 Document Image Recognition Task
- 2012 Design Strategies for Weight Matrices of Echo State Networks Neural Computation