Publications

Huy Phan; Kaare Mikkelsen; Oliver Y. Chén; Philipp Koch; Alfred Mertins; Maarten De Vos

SleepTransformer: Automatic Sleep Staging With Interpretability and Uncertainty Quantification

In: IEEE Transactions on Biomedical Engineering (TBME), Vol. 69, No. 8, Pages 2456-2467, IEEE, 2022.

Hamraz Javaheri; Sencer Melih Deniz; Juan Felipe Vargas; Dogan Urgun; Fariza Sabit; Mahmut Tok; Mehmet Haklidir; Bo Zhou; Paul Lukowicz

Prediction of Lifted Weight Category Using EEG Equipped Headgear

In: IEEÉ-BHI-BSN 2022. IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI-22), IEEE-EMBS INTERNATIONAL CONFERENCE ON BIOMEDICAL AND HEALTH INFORMATICS (BHI’22) JOINTLY ORGANISED WITH THE IEEE-EMBS INTERNATIONAL CONFERENCE ON WEARABLE AND IMPLANTABLE BODY SENSOR NETWORKS (BSN’22, Ioannina, Greece, IEEE EMBS, 2022.

Huy Phan; Thi Ngoc Tho Nguyen; Philipp Koch; Alfred Mertins

Polyphonic Audio Event Detection: Multi-Label or Multi-Class Multi-Task Classification Problem?

In: Proc. IEEE International Conference on Acoustics, Speech and Signal Processing. International Conference on Acoustics, Speech and Signal Processing (ICASSP-2022), Pages 8877-8881, IEEE, 2022.

Dipam Goswami; René Schuster; Didier Stricker

Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation

In: Winter Conference on Applications of Computer Vision 2023. IEEE Winter Conference on Applications of Computer Vision (WACV-2023), January 2-7, Waikoloa, HI, USA, IEEE, 2023.

Viktor Eisenstadt; Jessica Bielski; Burak Mete; Christoph Langenhan; Klaus-Dieter Althoff; Andreas Dengel

Autocompletion of Floor Plans for the Early Design Phase in Architecture: Foundations, Existing Methods, and Research Outlook

In: POST-CARBON - Proceedings of the 27th CAADRIA Conference. International Conference of the Association for Computer-Aided Architectural Design Research in Asia (CAADRIA-2022), Pages 323-332, CUMINCAD, 2022.

Benjamin Paaßen; Irena Koprinska; Kalina Yacef

Recursive tree grammar autoencoders

In: Peggy Cellier; Krzysztof Dembczynski; Albrecht Zimmermann; Emilie Devijver (Hrsg.). Machine Learning, Vol. Special Issue of the ECML PKDD 2022 Journal Track, Pages 1-31, Springer, 2022.

Maximilian Hoffmann; Ralph Bergmann

Improving Automated Hyperparameter Optimization with Case-Based Reasoning

In: Mark T. Keane; Nirmalie Wiratunga (Hrsg.). Case-Based Reasoning Research and Development. International Conference on Case-Based Reasoning (ICCBR), Springer, Cham, 2022.

Adriano Lucieri; Fabian Schmeisser; Christoph Peter Balada; Muhammad Shoaib Ahmed Siddiqui; Andreas Dengel; Sheraz Ahmed

Revisiting the Shape-Bias of Deep Learning for Dermoscopic Skin Lesion Classification

In: Guang Yang; Angelica Aviles-Rivero; Michael Roberts; Carola-Bibiane Schönlieb (Hrsg.). Annual Conference on Medical Image Understanding and Analysis - MIUA 2022. Medical Image Understanding and Analysis (MIUA-2022), July 27-29, Cambridge, United Kingdom, Pages 46-61, LNCS, Vol. 13413, ISBN 978-3-031-12052-7, Springer, Cham, 7/2022.

Melle Mendikowski; Mattis Hartwig

Creating Customers That Never Existed - Synthesis of E-commerce Data Using CTGAN

In: ibai - publishing (Hrsg.). Machine Learning and Data Mining in Pattern Recognition. International Conference on Machine Learning and Data Mining in Pattern Recognition (MLDM-2022), 18th International Conference on Machine Learning and Data Mining, July 16-21, New York, New York, USA, Pages 91-105, Vol. 284, ISBN 978-3-942952-93-4, Springer, Heidelberg, 7/2022.

Maximilian Hoffmann; Lukas Malburg; Ralph Bergmann

ProGAN: Toward a Framework for Process Monitoring and Flexibility by Change via Generative Adversarial Networks

In: Andrea Marrella; Barbara Weber (Hrsg.). Business Process Management Workshops. Business Process Management (BPM), Springer, 2021.