Publikationen

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Siting Liang; Pablo Valdunciel Sánchez; Daniel Sonntag
Optimizing Relation Extraction in Medical Texts through Active Learning: A Comparative Analysis of Trade-offs
In: Association for Computational Linguistics. Conference of the European Chapter of the Association for Computational Linguistics (EACL-2024), March …
Ho Minh Duy Nguyen; Hoang Nguyen; Nghiem T. Diep; Tan Pham; Tri Cao; Binh T. Nguyen; Paul Swoboda; Nhat Ho; Shadi Albarqouni; Pengtao Xie; Daniel Sonntag; Mathias Niepert
LVM-Med: Learning Large-Scale Self-Supervised Vision Models for Medical Imaging via Second-order Graph Matching
In: The Thirty-Seventh Annual Conference on Neural Information Processing Systems (NeurIPS 2023). Neural Information Processing Systems (NeurIPS), …
Ho Minh Duy Nguyen; Tan Pham; Nghiem Tuong Diep; Nghi Phan; Quang Pham; Vinh Tong; Binh T. Nguyen; Ngan Hoang Le; Nhat Ho; Pengtao Xie; Daniel Sonntag; Mathias Niepert
On the Out of Distribution Robustness of Foundation Models in Medical Image Segmentation
In: The Thirty-Seventh Annual Conference on Neural Information Processing Systems (NeurIPS 2023). Neural Information Processing Systems (NeurIPS), …
Hayit Greenspan; Anant Madabhush; Parvin Mousavi; Septimiu Salcudean; James Duncan; Tanveer Syeda-Mahmood; Russell Taylor (Hrsg.)
MICCAI
Medical Image Computing and Computer Assisted Intervention (MICCAI-2023), located at 26th International Conference on Medical Image Computing and …
Ho Minh Duy Nguyen; Hoang Nguyen; Mai T. N. Truong; Tri Cao; Binh T. Nguyen; Nhat Ho; Paul Swoboda; Shadi Albarqouni; Pengtao Xie; Daniel Sonntag
Joint Self-Supervised Image-Volume Representation Learning with Intra-Inter Contrastive Clustering
In: Proceedings of the AAAI Conference on Artificial Intelligence (AAAI-2023). AAAI Conference on Artificial Intelligence (AAAI), February 7-14, …
Md Abdul Kadir; Gowthamkrishna Addluri; Daniel Sonntag
Harmonizing Feature Attributions Across Deep Learning Architectures: Enhancing Interpretability and Consistency
In: Dietmar Seipel; Alexander Steen. German Conference on Artificial Intelligence. Pages 90-97, Lecture Notes in Computer Science, ISBN …
Md Abdul Kadir; Hasan Md Tusfiqur Alam; Daniel Sonntag
EdgeAL: An Edge Estimation Based Active Learning Approach for OCT Segmentation
In: International Conference on Medical Image Computing and Computer-Assisted Intervention. Medical Image Computing and Computer Assisted Intervention …
Fabrizio Nunnari; Daniel Sonntag
A Software Toolbox for Deploying Deep Learning Decision Support Systems with XAI Capabilities
In: Companion of the 2021 ACM SIGCHI Symposium on Engineering Interactive Computing Systems. ACM SIGCHI Symposium on Engineering Interactive Computing …
Ho Minh Duy Nguyen; Truong Thanh-Nhat Mai; Ngoc Trong Tuong Than; Alexander Prange; Daniel Sonntag
Self-Supervised Domain Adaptation for Diabetic Retinopathy Grading using Vessel Image Reconstruction
In: Proceedings of the 44th German Conference on Artificial Intelligence. German Conference on Artificial Intelligence (KI-2021), September 27 - …
Alexander Prange; Daniel Sonntag
A Demonstrator for Interactive Image Clustering and Fine-Tuning Neural Networks in Virtual Reality
In: Stefan Edelkamp; Ralf Möller; Elmar Rueckert (Hrsg.). KI 2021: Advances in Artificial Intelligence. German Conference on Artificial Intelligence …