Publikationen

Neueste Publikationen

  • [inproceedings] bibtex
    T. Gouvea, H. B. Kath, I. Troshani, B. Lüers, P. P. Serafini, I. B. Campos, A. S. Afonso, S. M. F. M. Leandro, L. Swanepoel, N. Theron, A. M. Swemmer, und D. Sonntag, "Interactive Machine Learning Solutions for Acoustic Monitoring of Animal Wildlife in Biosphere Reserves" in Proc. Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence. International Joint Conference on Artificial Intelligence (IJCAI-2023), befindet sich IJCAI, August 19-25, Macao, Macao SAR of China, 2023.
    @inproceedings{pub13356,
      author = {Gouvea, Thiago and Kath, Hannes Berthold and Troshani, Ilira and Lüers, Bengt and Serafini, Patrícia P. and Campos, Ivan B. and Afonso, André S. and Leandro, Sérgio M. F. M. and Swanepoel, Lourens and Theron, Nicholas and Swemmer, Anthony M. and Sonntag, Daniel},
      title = {Interactive Machine Learning Solutions for Acoustic Monitoring of Animal Wildlife in Biosphere Reserves},
      booktitle = {Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence. International Joint Conference on Artificial Intelligence (IJCAI-2023), befindet sich IJCAI, August 19-25, Macao, Macao SAR of China},
      year = {2023},
      publisher = {International Joint Conferences on Artificial Intelligence} }
  • [inproceedings] bibtex
    H. B. Kath, T. Gouvea, und D. Sonntag, "A Human-in-the-Loop Tool for Annotating Passive Acoustic Monitoring Datasets" in Proc. Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence. International Joint Conference on Artificial Intelligence (IJCAI-2023), located at IJCAI, August 19-25, Macao, Macao. International Joint Conference on Artificial Intelligence (IJCAI), befindet sich IJCAI, August 19-25, Macao, China, 2023.
    @inproceedings{pub13395,
      author = {Kath, Hannes Berthold and Gouvea, Thiago and Sonntag, Daniel},
      title = {A Human-in-the-Loop Tool for Annotating Passive Acoustic Monitoring Datasets},
      booktitle = {Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence. International Joint Conference on Artificial Intelligence (IJCAI-2023), located at IJCAI, August 19-25, Macao, Macao. International Joint Conference on Artificial Intelligence (IJCAI), befindet sich IJCAI, August 19-25, Macao, China},
      year = {2023},
      publisher = {International Joint Conferences on Artificial Intelligence} }
  • [inproceedings] bibtex
    S. Liang, M. Hartmann, und D. Sonntag, "Cross-domain German Medical Named Entity Recognition using a Pre-Trained Language Model and Unified Medical Semantic Types" in Proc. Association for Computational Linguistics. Clinical Natural Language Processing Workshop (ClinicalNLP-2023), July 9-14, Toronto, Canada, 2023.
    @inproceedings{pub13402,
      author = {Liang, Siting and Hartmann, Mareike and Sonntag, Daniel},
      title = {Cross-domain German Medical Named Entity Recognition using a Pre-Trained Language Model and Unified Medical Semantic Types},
      booktitle = {Association for Computational Linguistics. Clinical Natural Language Processing Workshop (ClinicalNLP-2023), July 9-14, Toronto, Canada},
      year = {2023},
      publisher = {ACL} }
  • [inproceedings] bibtex
    H. M. D. Nguyen, H. Nguyen, M. T. N. Truong, T. Cao, B. T. Nguyen, N. Ho, P. Swoboda, P. Albarqouni Shadiand Xie, und D. Sonntag, "Joint Self-Supervised Image-Volume Representation Learning with Intra-Inter Contrastive Clustering" in Proc. Thirty-Seventh AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial Intelligence (AAAI-2023), 2023.
    @inproceedings{pub12923,
      author = {Nguyen, Ho Minh Duy and Nguyen, Hoang and Truong, Mai T. N. and Cao, Tri and Nguyen, Binh T. and Ho, Nhat and Swoboda, Paul and Albarqouni, Shadiand Xie, Pengtao and Sonntag, Daniel},
      title = {Joint Self-Supervised Image-Volume Representation Learning with Intra-Inter Contrastive Clustering},
      booktitle = {Thirty-Seventh AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial Intelligence (AAAI-2023)},
      year = {2023},
      month = {2},
      publisher = {AAAI Press}
  • [inproceedings] bibtex
    A. Anagnostopoulou, M. Hartmann, und D. Sonntag, "Towards Adaptable and Interactive Image Captioning with Data Augmentation and Episodic Memory" in Proc. Proceedings of The Fourth Workshop on Simple and Efficient Natural Language Processing (SustaiNLP). ACL Workshop on Simple and Efficient Natural Language Processing (SustaiNLP-2023), befindet sich Annual Meeting of the Association for Computational Linguistics 2023, July 13-13, Toronto, Canada, 2023.
    @inproceedings{pub13420,
      author = {Anagnostopoulou, Aliki and Hartmann, Mareike and Sonntag, Daniel},
      title = {Towards Adaptable and Interactive Image Captioning with Data Augmentation and Episodic Memory},
      booktitle = {Proceedings of The Fourth Workshop on Simple and Efficient Natural Language Processing (SustaiNLP). ACL Workshop on Simple and Efficient Natural Language Processing (SustaiNLP-2023), befindet sich Annual Meeting of the Association for Computational Linguistics 2023, July 13-13, Toronto, Canada},
      year = {2023},
      month = {7},
      publisher = {Association for Computational Linguistics} }
  • K. Altmeyer, M. Barz, L. Lauer, M. Peschel, D. Sonntag, R. Brünken, und S. Malone, "Digital ink and differentiated subjective ratings for cognitive load measurement in middle childhood" British Journal of Educational Psychology, vol. n/a, p. 18, 2023.
    @article{13195, title = {Digital ink and differentiated subjective ratings for cognitive load measurement in middle childhood},
      author = {Kristin Altmeyer and Michael Barz and Luisa Lauer and Markus Peschel and Daniel Sonntag and Roland Brünken and Sarah Malone},
      url = {https://bpspsychub.onlinelibrary.wiley.com/doi/abs/10.1111/bjep.12595},
      year = {2023},
      date = {2023-01-01},
      journal = {British Journal of Educational Psychology},
      volume = {n/a},
      pages = {18},
      publisher = {John Wiley & Sons, Ltd},
      abstract = {Abstract Background New methods are constantly being developed to adapt cognitive load measurement to different contexts. However, research on middle childhood students' cognitive load measurement is rare. Research indicates that the three cognitive load dimensions (intrinsic, extraneous, and germane) can be measured well in adults and teenagers using differentiated subjective rating instruments. Moreover, digital ink recorded by smartpens could serve as an indicator for cognitive load in adults. Aims With the present research, we aimed at investigating the relation between subjective cognitive load ratings, velocity and pressure measures recorded with a smartpen, and performance in standardized sketching tasks in middle childhood students. Sample Thirty-six children (age 7–12) participated at the university's laboratory. Methods The children performed two standardized sketching tasks, each in two versions. The induced intrinsic cognitive load or the extraneous cognitive load was varied between the versions. Digital ink was recorded while the children drew with a smartpen on real paper and after each task, they were asked to report their perceived intrinsic and extraneous cognitive load using a newly developed 5-item scale. Results Results indicated that cognitive load ratings as well as velocity and pressure measures were substantially related to the induced cognitive load and to performance in both sketching tasks. However, cognitive load ratings and smartpen measures were not substantially related. Conclusions Both subjective rating and digital ink hold potential for cognitive load and performance measurement. However, it is questionable whether they measure the exact same constructs.},
      keywords = {},
      pubstate = {published},
      tppubtype = {article} }
  • [inproceedings] bibtex | Dokument aufrufen Dokument aufrufen
    M. Barz, O. S. Bhatti, H. M. T. Alam, H. M. D. Nguyen, und D. Sonntag, "Interactive Fixation-to-AOI Mapping for Mobile Eye Tracking Data Based on Few-Shot Image Classification" in Proc. Companion Proceedings of the 28th International Conference on Intelligent User Interfaces, 2023-01-01 2023.
    doi: 10.1145/3581754.3584179
    @inproceedings{13196, title = {Interactive Fixation-to-AOI Mapping for Mobile Eye Tracking Data Based on Few-Shot Image Classification},
      author = {Michael Barz and Omair Shahzad Bhatti and Hasan Md Tusfiqur Alam and Ho Minh Duy Nguyen and Daniel Sonntag},
      url = {https://www.dfki.de/fileadmin/user_upload/import/13196_3581754.3584179.pdf},
      doi = {https://doi.org/10.1145/3581754.3584179},
      year = {2023},
      date = {2023-01-01},
      booktitle = {Companion Proceedings of the 28th International Conference on Intelligent User Interfaces},
      pages = {175-178},
      publisher = {Association for Computing Machinery},
      abstract = {Mobile eye tracking is an important tool in psychology and human-centred interaction design for understanding how people process visual scenes and user interfaces. However, analysing recordings from mobile eye trackers, which typically include an egocentric video of the scene and a gaze signal, is a time-consuming and largely manual process. To address this challenge, we propose a web-based annotation tool that leverages few-shot image classification and interactive machine learning (IML) to accelerate the annotation process. The tool allows users to efficiently map fixations to areas of interest (AOI) in a video-editing-style interface. It includes an IML component that generates suggestions and learns from user feedback using a few-shot image classification model initialised with a small number of images per AOI. Our goal is to improve the efficiency and accuracy of fixation-to-AOI mapping in mobile eye tracking.},
      keywords = {},
      pubstate = {published},
      tppubtype = {inproceedings} }
  • [inproceedings] bibtex | Dokument aufrufen Dokument aufrufen
    L. Kopácsi, M. Barz, O. S. Bhatti, und D. Sonntag, "IMETA: An Interactive Mobile Eye Tracking Annotation Method for Semi-Automatic Fixation-to-AOI Mapping" in Proc. Companion Proceedings of the 28th International Conference on Intelligent User Interfaces, 2023-01-01 2023.
    doi: 10.1145/3581754.3584125
    @inproceedings{13201, title = {IMETA: An Interactive Mobile Eye Tracking Annotation Method for Semi-Automatic Fixation-to-AOI Mapping},
      author = {László Kopácsi and Michael Barz and Omair Shahzad Bhatti and Daniel Sonntag},
      url = {https://www.dfki.de/fileadmin/user_upload/import/13201_3581754.3584125.pdf},
      doi = {https://doi.org/10.1145/3581754.3584125},
      year = {2023},
      date = {2023-01-01},
      booktitle = {Companion Proceedings of the 28th International Conference on Intelligent User Interfaces},
      pages = {33-36},
      publisher = {Association for Computing Machinery},
      abstract = {Mobile eye tracking studies involve analyzing areas of interest (AOIs) and visual attention to these AOIs to understand how people process visual information. However, accurately annotating the data collected for user studies can be a challenging and time-consuming task. Current approaches for automatically or semi-automatically analyzing head-mounted eye tracking data in mobile eye tracking studies have limitations, including a lack of annotation flexibility or the inability to adapt to specific target domains. To address this problem, we present IMETA, an architecture for semi-automatic fixation-to-AOI mapping. When an annotator assigns an AOI label to a sequence of frames based on the respective fixation points, an interactive video object segmentation method is used to estimate the mask proposal of the AOI. Then, we use the 3D reconstruction of the visual scene created from the eye tracking video to map these AOI masks to 3D. The resulting 3D segmentation of the AOI can be used to suggest labels for the rest of the video, with the suggestions becoming increasingly accurate as more samples are provided by an annotator using interactive machine learning (IML). IMETA has the potential to reduce the annotation workload and speed up the evaluation of mobile eye tracking studies.},
      keywords = {},
      pubstate = {published},
      tppubtype = {inproceedings} }
  • [inproceedings] bibtex | Dokument aufrufen Dokument aufrufen
    M. A. Kadir, A. M. Selim, M. Barz, und D. Sonntag, "A User Interface for Explaining Machine Learning Model Explanations" in Proc. Companion Proceedings of the 28th International Conference on Intelligent User Interfaces, Sydney, NSW, Australia, 2023-01-01 2023, p. 59.
    doi: 10.1145/3581754.3584131
    @inproceedings{13200, title = {A User Interface for Explaining Machine Learning Model Explanations},
      author = {Md Abdul Kadir and Abdulrahman Mohamed Selim and Michael Barz and Daniel Sonntag},
      url = {https://doi.org/10.1145/3581754.3584131},
      doi = {10.1145/3581754.3584131},
      isbn = {9798400701078},
      year = {2023},
      date = {2023-01-01},
      booktitle = {Companion Proceedings of the 28th International Conference on Intelligent User Interfaces},
      pages = {59–63},
      publisher = {Association for Computing Machinery},
      address = {Sydney, NSW, Australia},
      series = {IUI '23 Companion},
      abstract = {Explainable Artificial Intelligence (XAI) is an emerging subdiscipline of Machine Learning (ML) and human-computer interaction. Discriminative models need to be understood. An explanation of such ML models is vital when an AI system makes decisions that have significant consequences, such as in healthcare or finance. By providing an input-specific explanation, users can gain confidence in an AI system’s decisions and be more willing to trust and rely on it. One problem is that interpreting example-based explanations for discriminative models, such as saliency maps, can be difficult because it is not always clear how the highlighted features contribute to the model’s overall prediction or decisions. Moreover, saliency maps, which are state-of-the-art visual explanation methods, do not provide concrete information on the influence of particular features. We propose an interactive visualisation tool called EMILE-UI that allows users to evaluate the provided explanations of an image-based classification task, specifically those provided by saliency maps. This tool allows users to evaluate the accuracy of a saliency map by reflecting the true attention or focus of the corresponding model. It visualises the relationship between the ML model and its explanation of input images, making it easier to interpret saliency maps and understand how the ML model actually predicts. Our tool supports a wide range of deep learning image classification models and image data as inputs.},
      keywords = {},
      pubstate = {published},
      tppubtype = {inproceedings} }

Frühere Publikationen

  • [article] bibtex
    M. Hartmann, A. Anagnostopoulou, und D. Sonntag, "Interactive Machine Learning for Image Captioning" , 2022.
    @article{pub12167,
      author = {Hartmann, Mareike and Anagnostopoulou, Aliki and Sonntag, Daniel},
      title = {Interactive Machine Learning for Image Captioning},
      year = {2022},
      month = {2} }
  • [misc] bibtex
    A. Anagnostopoulou, M. Hartmann, und D. Sonntag, Putting Humans in the Image Captioning Loop, 2022.
    @misc{pub12516,
      author = {Anagnostopoulou, Aliki and Hartmann, Mareike and Sonntag, Daniel},
      title = {Putting Humans in the Image Captioning Loop},
      year = {2022},
      month = {7} }
  • [inproceedings] bibtex
    T. Gouvea, I. Troshani, M. Herrlich, und D. Sonntag, "Annotating sound events through interactive design of interpretable features" in Proc. Proceedings of the First International Conference on Hybrid Human-Machine Intelligence. International Conference on Hybrid Human Artificial Intelligence (MMAI-2022), June 13-17, Amsterdam, Netherlands, 2022.
    @inproceedings{pub12428,
      author = {Gouvea, Thiago and Troshani, Ilira and Herrlich, Marc and Sonntag, Daniel},
      title = {Annotating sound events through interactive design of interpretable features},
      booktitle = {Proceedings of the First International Conference on Hybrid Human-Machine Intelligence. International Conference on Hybrid Human Artificial Intelligence (MMAI-2022), June 13-17, Amsterdam, Netherlands},
      year = {2022},
      publisher = {IOS Press} }
  • [inproceedings] bibtex
    T. Gouvea, I. Troshani, M. Herrlich, und D. Sonntag, "Interactive design of interpretable features for marine soundscape data annotation" in Proc. Workshop on Human-centered Design of Symbiotic Hybrid Intelligence. Workshop on Human-centered Design of Symbiotic Hybrid Intelligence (HCSHI-2022), befindet sich HHAI, June 14-14, Amsterdam, Netherlands, 2022.
    @inproceedings{pub12429,
      author = {Gouvea, Thiago and Troshani, Ilira and Herrlich, Marc and Sonntag, Daniel},
      title = {Interactive design of interpretable features for marine soundscape data annotation},
      booktitle = {Workshop on Human-centered Design of Symbiotic Hybrid Intelligence. Workshop on Human-centered Design of Symbiotic Hybrid Intelligence (HCSHI-2022), befindet sich HHAI, June 14-14, Amsterdam, Netherlands},
      year = {2022},
      publisher = {HHAI} }
  • [inproceedings] bibtex
    M. Hartmann und D. Sonntag, "A survey on improving NLP models with human explanations" in Proc. Proceedings of the First Workshop on Learning with Natural Language Supervision. Workshop on Learning with Natural Language Supervision, befindet sich ACL 2022, May 26-26, Dublin, Ireland, 2022.
    @inproceedings{pub12519,
      author = {Hartmann, Mareike and Sonntag, Daniel},
      title = {A survey on improving NLP models with human explanations},
      booktitle = {Proceedings of the First Workshop on Learning with Natural Language Supervision. Workshop on Learning with Natural Language Supervision, befindet sich ACL 2022, May 26-26, Dublin, Ireland},
      year = {2022},
      publisher = {Association for Computational Linguistics} }
  • [misc] bibtex
    S. Szeier, B. Baffy, G. Baranyi, J. Skaf, L. Kopácsi, D. Sonntag, G. Sörös, und A. Lőrincz, 3D Semantic Label Transfer and Matching in Human-Robot CollaborationLearning to Generate 3D Shapes and Scenes, ECCV 2022 Workshop, 2022.
    @misc{pub12900,
      author = {Szeier, Szilvia and Baffy, Benjámin and Baranyi, Gábor and Skaf, Joul and Kopácsi, László and Sonntag, Daniel and Sörös, Gábor and Lőrincz, András},
      title = {3D Semantic Label Transfer and Matching in Human-Robot Collaboration},
      year = {2022},
      month = {10},
      publisher = {Learning to Generate 3D Shapes and Scenes, ECCV 2022 Workshop} }
  • [inproceedings] bibtex
    L. Lauer, H. Javaheri, K. Altmeyer, S. Malone, A. Grünerbl, M. Barz, M. Peschel, und P. Brünken Rolandand Lukowicz, "Encountering Students' Learning Difficulties in Electrics - Didactical Concept and Prototype of Augmented Reality-Toolkit" in Proc. Fostering scientific citizenship in an uncertain world - ESERA 2021 e-Proceedings. European Science Education Research Association Conference (ESERA-2021), Workshop: Digital Resources for Science Teaching and Learning, August 30-September 3, 2022.
    @inproceedings{pub12121,
      author = {Lauer, Luisa and Javaheri, Hamraz and Altmeyer, Kristin and Malone, Sarah and Grünerbl, Agnes and Barz, Michael and Peschel, Markus and Brünken, Rolandand Lukowicz, Paul},
      title = {Encountering Students' Learning Difficulties in Electrics - Didactical Concept and Prototype of Augmented Reality-Toolkit},
      booktitle = {Fostering scientific citizenship in an uncertain world - ESERA 2021 e-Proceedings. European Science Education Research Association Conference (ESERA-2021), Workshop: Digital Resources for Science Teaching and Learning, August 30-September 3},
      year = {2022},
      organization = {University of Minho},
      publisher = {University of Minho} }
  • [techreport] bibtex
    H. M. D. Nguyen, R. Henschel, B. Rosenhahn, D. Sonntag, und P. Swoboda, "LMGP: Lifted Multicut Meets Geometry Projections for Multi-Camera Multi-Object Tracking" DFKI, MPI-INF2022.
    @techreport{pub12211,
      author = {Nguyen, Ho Minh Duy and Henschel, Roberto and Rosenhahn, Bodo and Sonntag, Daniel and Swoboda, Paul},
      title = {LMGP: Lifted Multicut Meets Geometry Projections for Multi-Camera Multi-Object Tracking},
      series = {DFKI Documents},
      year = {2022},
      volume = {01},
      institution = {DFKI, MPI-INF} }
  • [article] bibtex
    H. M. D. Nguyen, T. T. Nguyen, H. Vu, Q. Pham, M. Nguyen, B. T. Nguyen, und D. Sonntag, "TATL: Task Agnostic Transfer Learning for Skin Attributes Detection" Medical Image Analysis, vol. 01, 2022.
    @article{pub12216,
      author = {Nguyen, Ho Minh Duy and Nguyen, Thu T. and Vu, Huong and Pham, Quang and Nguyen, Manh-Duy and Nguyen, Binh T. and Sonntag, Daniel},
      title = {TATL: Task Agnostic Transfer Learning for Skin Attributes Detection},
      year = {2022},
      volume = {01},
      pages = {1--27},
      journal = {Medical Image Analysis},
      publisher = {Elsevier} }
  • [inproceedings] bibtex
    P. Valdunciel, O. S. Bhatti, M. Barz, und D. Sonntag, "Interactive Assessment Tool for Gaze-based Machine Learning Models in Information Retrieval" in Proc. ACM SIGIR Conference on Human Information Interaction and Retrieval. ACM SIGIR Conference on Human Information Interaction and Retrieval (CHIIR-2022), March 14-18, Regensburg, Germany, 2022.
    @inproceedings{pub12287,
      author = {Valdunciel, Pablo and Bhatti, Omair Shahzad and Barz, Michael and Sonntag, Daniel},
      title = {Interactive Assessment Tool for Gaze-based Machine Learning Models in Information Retrieval},
      booktitle = {ACM SIGIR Conference on Human Information Interaction and Retrieval. ACM SIGIR Conference on Human Information Interaction and Retrieval (CHIIR-2022), March 14-18, Regensburg, Germany},
      year = {2022},
      month = {3},
      publisher = {Association for Computing Machinery},
      isbn = {9781450391863} }
  • [inproceedings] bibtex
    S. Liang, M. Hartmann, und D. Sonntag, "Cross-lingual German Biomedical Information Extraction: from Zero-shot to Human-in-the-Loop" in Proc. 2022 Annual Conference of the North American Chapter of the Association for Computational Linguistics. NAACL Workshop on Bridging Human-Computer Interaction and Natural Language Processing (HCI+NLP-2022), befindet sich NAACL 2022, October 15-July 15, Seattle, Washington, United States, 2022.
    @inproceedings{pub12839,
      author = {Liang, Siting and Hartmann, Mareike and Sonntag, Daniel},
      title = {Cross-lingual German Biomedical Information Extraction: from Zero-shot to Human-in-the-Loop},
      booktitle = {2022 Annual Conference of the North American Chapter of the Association for Computational Linguistics. NAACL Workshop on Bridging Human-Computer Interaction and Natural Language Processing (HCI+NLP-2022), befindet sich NAACL 2022, October 15-July 15, Seattle, Washington, United States},
      year = {2022},
      month = {7},
      organization = {NAACL},
      publisher = {Association for Computational Linguistics} }
  • [article] bibtex
    M. Barz, O. S. Bhatti, und D. Sonntag, "Implicit Estimation of Paragraph Relevance from Eye Movements" Frontiers in Computer Science, vol. 3, p. 13, 2022.
    @article{pub12165,
      author = {Barz, Michael and Bhatti, Omair Shahzad and Sonntag, Daniel},
      title = {Implicit Estimation of Paragraph Relevance from Eye Movements},
      year = {2022},
      month = {1},
      volume = {3},
      pages = {13},
      journal = {Frontiers in Computer Science},
      publisher = {Frontiers Media S.A.} }
  • [inproceedings] bibtex
    O. S. Bhatti, M. Barz, und D. Sonntag, "Leveraging Implicit Gaze-Based User Feedback for Interactive Machine Learning" in Proc. KI 2022: Advances in Artificial Intelligence. German Conference on Artificial Intelligence (KI), Cham, 2022.
    @inproceedings{pub12633,
      author = {Bhatti, Omair Shahzad and Barz, Michael and Sonntag, Daniel},
      editor = {Bergmann, Ralph and Malburg, Lukas and Rodermund, Stephanie C. and Timm, Ingo J.},
      title = {Leveraging Implicit Gaze-Based User Feedback for Interactive Machine Learning},
      booktitle = {KI 2022: Advances in Artificial Intelligence. German Conference on Artificial Intelligence (KI), Cham},
      year = {2022},
      pages = {9--16},
      publisher = {Springer International Publishing},
      isbn = {978-3-031-15791-2} }
  • [article] bibtex
    M. Hartmann, H. Du, N. Feldhus, I. Kruijff-Korbayová, und D. Sonntag, "XAINES: Explaining AI with Narratives" KI - Künstliche Intelligenz, German Journal on Artificial Intelligence - Organ des Fachbereiches "Künstliche Intelligenz" der Gesellschaft für Informatik e.V. (KI), vol. 36, 2022.
    @article{pub13116,
      author = {Hartmann, Mareike and Du, Han and Feldhus, Nils and Kruijff-Korbayová, Ivana and Sonntag, Daniel},
      editor = {Schmid, Ute and Wrede, Britta},
      title = {XAINES: Explaining AI with Narratives},
      year = {2022},
      month = {12},
      volume = {36},
      pages = {287--296},
      journal = {KI - Künstliche Intelligenz, German Journal on Artificial Intelligence - Organ des Fachbereiches "Künstliche Intelligenz" der Gesellschaft für Informatik e.V. (KI)},
      publisher = {Springer} }
  • [inproceedings] bibtex
    K. Kuznetsov, M. Barz, und D. Sonntag, "SpellInk: Interactive correction of spelling mistakes in handwritten text" in Proc. Proceedings of the First International Conference on Hybrid Human-Machine Intelligence. International Conference on Hybrid Human-Artificial Intelligence (HHAI-2022), the 1st International Conference on Hybrid Human-Artificial Intelligence, June 13-17, Amsterdam, Netherlands, De Boelelaan 1105, 1081 HV Amsterdam, Netherlands, 2022.
    @inproceedings{pub12621,
      author = {Kuznetsov, Konstantin and Barz, Michael and Sonntag, Daniel},
      title = {SpellInk: Interactive correction of spelling mistakes in handwritten text},
      booktitle = {Proceedings of the First International Conference on Hybrid Human-Machine Intelligence. International Conference on Hybrid Human-Artificial Intelligence (HHAI-2022), the 1st International Conference on Hybrid Human-Artificial Intelligence, June 13-17, Amsterdam, Netherlands},
      series = {Frontiers in Artificial Intelligence and Applications},
      year = {2022},
      volume = {354},
      pages = {278--280},
      address = {De Boelelaan 1105, 1081 HV Amsterdam, Netherlands},
      organization = {Vrije Universiteit Amsterdam},
      publisher = {IOS Press},
      isbn = {978-1-64368-308-9} }
  • [inproceedings] bibtex
    F. Céard-Falkenberg, K. Kuznetsov, A. Prange, M. Barz, und D. Sonntag, "PEncode: A Tool for Visualizing Pen Signal Encodings in Real-time" in Proc. Proceedings of the First International Conference on Hybrid Human-Machine Intelligence. International Conference on Hybrid Human-Artificial Intelligence (HHAI-2022), 1st International Conference on Hybrid Human-Artificial Intelligence, June 13-17, Amsterdam, Netherlands, De Boelelaan 1105, 1081 HV Amsterdam, Netherlands, 2022.
    @inproceedings{pub12622,
      author = {Céard-Falkenberg, Felix and Kuznetsov, Konstantin and Prange, Alexander and Barz, Michael and Sonntag, Daniel},
      title = {pEncode: A Tool for Visualizing Pen Signal Encodings in Real-time},
      booktitle = {Proceedings of the First International Conference on Hybrid Human-Machine Intelligence. International Conference on Hybrid Human-Artificial Intelligence (HHAI-2022), 1st International Conference on Hybrid Human-Artificial Intelligence, June 13-17, Amsterdam, Netherlands},
      series = {Frontiers in Artificial Intelligence and Applications},
      year = {2022},
      volume = {354},
      pages = {281--284},
      address = {De Boelelaan 1105, 1081 HV Amsterdam, Netherlands},
      organization = {Vrije Universiteit Amsterdam},
      publisher = {IOS Press},
      isbn = {978-1-64368-308-9} }
  • [misc] bibtex
    S. Malone, K. Altmeyer, M. Barz, L. Lauer, D. Sonntag, M. Peschel, und R. Brünken, Measuring Intrisic and Extraneous Cognitive Load in Elementary School Students Using Subjective Ratings and Smart Pen Data, 2021.
    @misc{pub11868,
      author = {Malone, Sarah and Altmeyer, Kristin and Barz, Michael and Lauer, Luisa and Sonntag, Daniel and Peschel, Markus and Brünken, Roland},
      title = {Measuring Intrisic and Extraneous Cognitive Load in Elementary School Students Using Subjective Ratings and Smart Pen Data},
      series = {ICLTC},
      year = {2021} }
  • [misc] bibtex
    K. Altmeyer, S. Malone, S. Kapp, M. Barz, L. Lauer, M. Thees, J. Kuhn, M. Peschel, D. Sonntag, und R. Brünken, The effect of augmented reality on global coherence formation processes during STEM laboratory work in elementary school children, 2021.
    @misc{pub11870,
      author = {Altmeyer, Kristin and Malone, Sarah and Kapp, Sebastian and Barz, Michael and Lauer, Luisa and Thees, Michael and Kuhn, Jochen and Peschel, Markus and Sonntag, Daniel and Brünken, Roland},
      title = {The effect of augmented reality on global coherence formation processes during STEM laboratory work in elementary school children},
      series = {ICLTC},
      year = {2021} }
  • [misc] bibtex
    K. Altmeyer, S. Malone, S. Kapp, M. Barz, L. Lauer, M. Thees, J. Kuhn, M. Peschel, D. Sonntag, und R. Brünken, Augmented Reality zur Förderung globaler Kohärenzbildungsprozesse beim Experimentieren im Sachunterricht, 2021.
    @misc{pub11871,
      author = {Altmeyer, Kristin and Malone, Sarah and Kapp, Sebastian and Barz, Michael and Lauer, Luisa and Thees, Michael and Kuhn, Jochen and Peschel, Markus and Sonntag, Daniel and Brünken, Roland},
      title = {Augmented Reality zur Förderung globaler Kohärenzbildungsprozesse beim Experimentieren im Sachunterricht},
      series = {PaePsy},
      year = {2021} }
  • [misc] bibtex
    M. Hartmann, I. Kruijff-Korbayová, und D. Sonntag, Interaction with Explanations in the XAINES Project, 2021.
    @misc{pub11867,
      author = {Hartmann, Mareike and Kruijff-Korbayová, Ivana and Sonntag, Daniel},
      title = {Interaction with Explanations in the XAINES Project},
      booktitle = {Trustworthy AI in the wild},
      year = {2021},
      month = {9} }
  • [inproceedings] bibtex
    H. M. D. Nguyen, D. M. Nguyen, H. Vu, B. T. Nguyen, F. Nunnari, und D. Sonntag, "An Attention Mechanism using Multiple Knowledge Sources for COVID-19 Detection from CT Images" in Proc. The Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-21). AAAI Conference on Artificial Intelligence (AAAI-2021), Workshop: Trustworthy AI for Healthcare, February 2-9, Vancouver, BC, Canada, 2021.
    @inproceedings{pub11369,
      author = {Nguyen, Ho Minh Duy and Nguyen, Duy M. and Vu, Huong and Nguyen, Binh T. and Nunnari, Fabrizio and Sonntag, Daniel},
      title = {An Attention Mechanism using Multiple Knowledge Sources for COVID-19 Detection from CT Images},
      booktitle = {The Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-21). AAAI Conference on Artificial Intelligence (AAAI-2021), Workshop: Trustworthy AI for Healthcare, February 2-9, Vancouver, BC, Canada},
      year = {2021},
      publisher = {AAAI},
      note = {Virtual Conference} }
  • [inproceedings] bibtex
    H. M. D. Nguyen, T. T. Mai, N. T. T. Than, A. Prange, und D. Sonntag, "Self-Supervised Domain Adaptation for Diabetic Retinopathy Grading using Vessel Image Reconstruction" in Proc. Proceedings of the 44th German Conference on Artificial Intelligence. German Conference on Artificial Intelligence (KI-2021), September 27-October 1, Berlin/Virtual, Germany, 2021.
    @inproceedings{pub11715,
      author = {Nguyen, Ho Minh Duy and Mai, Truong Thanh-Nhat and Than, Ngoc Trong Tuong and Prange, Alexander and Sonntag, Daniel},
      title = {Self-Supervised Domain Adaptation for Diabetic Retinopathy Grading using Vessel Image Reconstruction},
      booktitle = {Proceedings of the 44th German Conference on Artificial Intelligence. German Conference on Artificial Intelligence (KI-2021), September 27-October 1, Berlin/Virtual, Germany},
      series = {LNCS},
      year = {2021},
      publisher = {Springer} }
  • [article] bibtex
    E. Somfai, B. Baffy, K. Fenech, C. Guo, R. Hosszú, D. Korózs, F. Nunnari, M. Pólik, D. Sonntag, A. Ulbert, und A. Lorincz, "Minimizing false negative rate in melanoma detection and providing insight into the causes of classification" Computing Research Repository eprint Journal (CoRR), vol. abs/2102.09199, 2021.
    @article{pub11613,
      author = {Somfai, Ellák and Baffy, Benjámin and Fenech, Kristian and Guo, Changlu and Hosszú, Rita and Korózs, Dorina and Nunnari, Fabrizio and Pólik, Marcell and Sonntag, Daniel and Ulbert, Attila and Lorincz, András},
      title = {Minimizing false negative rate in melanoma detection and providing insight into the causes of classification},
      year = {2021},
      volume = {abs/2102.09199},
      pages = {1--14},
      journal = {Computing Research Repository eprint Journal (CoRR)},
      publisher = {arXiv} }
  • [inproceedings] bibtex
    O. S. Bhatti, M. Barz, und D. Sonntag, "EyeLogin - Calibration-Free Authentication Method for Public Displays Using Eye Gaze" in Proc. ACM Symposium on Eye Tracking Research and Applications. Symposium on Eye Tracking Research & Applications (ETRA-2021), May 24-27, Virtual, Germany, 2021.
    @inproceedings{pub11616,
      author = {Bhatti, Omair Shahzad and Barz, Michael and Sonntag, Daniel},
      title = {EyeLogin - Calibration-Free Authentication Method for Public Displays Using Eye Gaze},
      booktitle = {ACM Symposium on Eye Tracking Research and Applications. Symposium on Eye Tracking Research & Applications (ETRA-2021), May 24-27, Virtual, Germany},
      series = {ETRA '21 Short Papers},
      year = {2021},
      publisher = {Association for Computing Machinery},
      isbn = {9781450383455} }
  • [inproceedings] bibtex
    F. Nunnari und D. Sonntag, "A Software Toolbox for Deploying Deep Learning Decision Support Systems with XAI Capabilities" in Proc. Companion of the 2021 ACM SIGCHI Symposium on Engineering Interactive Computing Systems. ACM SIGCHI Symposium on Engineering Interactive Computing Systems (EICS-2021), June 8-11, Eindhoven/Virtual, Netherlands, 2021.
    @inproceedings{pub11664,
      author = {Nunnari, Fabrizio and Sonntag, Daniel},
      title = {A Software Toolbox for Deploying Deep Learning Decision Support Systems with XAI Capabilities},
      booktitle = {Companion of the 2021 ACM SIGCHI Symposium on Engineering Interactive Computing Systems. ACM SIGCHI Symposium on Engineering Interactive Computing Systems (EICS-2021), June 8-11, Eindhoven/Virtual, Netherlands},
      series = {EICS '21},
      year = {2021},
      publisher = {Association for Computing Machinery},
      isbn = {9781450384490} }
  • [inproceedings] bibtex
    M. Hartmann, M. de Lhoneux, D. Hershcovich, Y. Kementchedjhieva, L. Nielsen, C. Qiu, und A. Søgaard, "A Multilingual Benchmark for Probing Negation-Awareness with Minimal Pairs" in Proc. Proceedings of the 25th Conference on Computational Natural Language Learning (CoNLL). Conference on Computational Natural Language Learning (CoNLL-2021), November 10-11, Online, Dominican Republic, 2021.
    @inproceedings{pub11846,
      author = {Hartmann, Mareike and Lhoneux, Miryam de and Hershcovich, Daniel and Kementchedjhieva, Yova and Nielsen, Lukas and Qiu, Chen and Søgaard, Anders},
      title = {A Multilingual Benchmark for Probing Negation-Awareness with Minimal Pairs},
      booktitle = {Proceedings of the 25th Conference on Computational Natural Language Learning (CoNLL). Conference on Computational Natural Language Learning (CoNLL-2021), November 10-11, Online, Dominican Republic},
      year = {2021},
      month = {11},
      pages = {224--257},
      publisher = {Association for Computational Linguistics} }
  • [inproceedings] bibtex
    M. Barz, O. S. Bhatti, B. Lüers, A. Prange, und D. Sonntag, "Multisensor-Pipeline: A Lightweight, Flexible, and Extensible Framework for Building Multimodal-Multisensor Interfaces" in Proc. Companion Publication of the 2021 International Conference on Multimodal Interaction. ACM International Conference on Multimodal Interaction (ICMI-2021), October 18-22, Montréal, QC, Canada, 2021.
    @inproceedings{pub11981,
      author = {Barz, Michael and Bhatti, Omair Shahzad and Lüers, Bengt and Prange, Alexander and Sonntag, Daniel},
      title = {Multisensor-Pipeline: A Lightweight, Flexible, and Extensible Framework for Building Multimodal-Multisensor Interfaces},
      booktitle = {Companion Publication of the 2021 International Conference on Multimodal Interaction. ACM International Conference on Multimodal Interaction (ICMI-2021), October 18-22, Montréal, QC, Canada},
      year = {2021},
      pages = {13--18},
      publisher = {Association for Computing Machinery},
      isbn = {9781450384711} }
  • [article] bibtex
    S. Kapp, M. Barz, S. Mukhametov, D. Sonntag, und J. Kuhn, "ARETT: Augmented Reality Eye Tracking Toolkit for Head Mounted Displays" Sensors - Open Access Journal (Sensors), vol. 21, iss. 6, p. 18, 2021.
    @article{pub11528,
      author = {Kapp, Sebastian and Barz, Michael and Mukhametov, Sergey and Sonntag, Daniel and Kuhn, Jochen},
      title = {ARETT: Augmented Reality Eye Tracking Toolkit for Head Mounted Displays},
      year = {2021},
      volume = {21},
      number = {6},
      pages = {18},
      journal = {Sensors - Open Access Journal (Sensors)},
      publisher = {Multidisciplinary Digital Publishing Institute (MDPI)} }
  • [article] bibtex
    D. Sonntag, "Künstliche Intelligenz in der Medizin und Gynäkologie – Holzweg oder Heilversprechen?" Der Gynäkologe, vol. 1, 2021.
    @article{pub11612,
      author = {Sonntag, Daniel},
      title = {Künstliche Intelligenz in der Medizin und Gynäkologie – Holzweg oder Heilversprechen?},
      year = {2021},
      month = {4},
      volume = {1},
      pages = {1--7},
      journal = {Der Gynäkologe},
      publisher = {Springer} }
  • [article] bibtex
    L. Lauer, K. Altmeyer, S. Malone, M. Barz, R. Brünken, D. Sonntag, und M. Peschel, "Investigating the Usability of a Head-Mounted Display Augmented Reality Device in Elementary School Children" Sensors - Open Access Journal (Sensors), vol. 21, iss. 19, p. 20, 2021.
    @article{pub11866,
      author = {Lauer, Luisa and Altmeyer, Kristin and Malone, Sarah and Barz, Michael and Brünken, Roland and Sonntag, Daniel and Peschel, Markus},
      title = {Investigating the Usability of a Head-Mounted Display Augmented Reality Device in Elementary School Children},
      year = {2021},
      volume = {21},
      number = {19},
      pages = {20},
      journal = {Sensors - Open Access Journal (Sensors)},
      publisher = {MDPI} }
  • [inproceedings] bibtex
    F. Nunnari, M. A. Kadir, und D. Sonntag, "On the Overlap Between Grad-CAM Saliency Maps and Explainable Visual Features in Skin Cancer Images" in Proc. Machine Learning and Knowledge Extraction. International IFIP Cross Domain (CD) Conference for Machine Learning & Knowledge Extraction (MAKE) (CD-MAKE), August 17-20, 2021.
    @inproceedings{pub11802,
      author = {Nunnari, Fabrizio and Kadir, Md Abdul and Sonntag, Daniel},
      editor = {Holzinger, Andreas and Kieseberg, Peter and Tjoa, A. Min and Weippl, Edgar},
      title = {On the Overlap Between Grad-CAM Saliency Maps and Explainable Visual Features in Skin Cancer Images},
      booktitle = {Machine Learning and Knowledge Extraction. International IFIP Cross Domain (CD) Conference for Machine Learning & Knowledge Extraction (MAKE) (CD-MAKE), August 17-20},
      year = {2021},
      pages = {241--253},
      publisher = {Springer International Publishing},
      isbn = {978-3-030-84060-0} }
  • [inproceedings] bibtex
    F. Nunnari, H. M. T. Alam, und D. Sonntag, "Anomaly Detection for Skin Lesion Images Using Replicator Neural Networks" in Proc. Machine Learning and Knowledge Extraction. International IFIP Cross Domain (CD) Conference for Machine Learning & Knowledge Extraction (MAKE) (CD-MAKE), August 17-20, 2021.
    @inproceedings{pub11803,
      author = {Nunnari, Fabrizio and Alam, Hasan Md Tusfiqur and Sonntag, Daniel},
      editor = {Holzinger, Andreas and Kieseberg, Peter and Tjoa, A. Min and Weippl, Edgar},
      title = {Anomaly Detection for Skin Lesion Images Using Replicator Neural Networks},
      booktitle = {Machine Learning and Knowledge Extraction. International IFIP Cross Domain (CD) Conference for Machine Learning & Knowledge Extraction (MAKE) (CD-MAKE), August 17-20},
      year = {2021},
      pages = {225--240},
      publisher = {Springer International Publishing},
      isbn = {978-3-030-84060-0} }
  • [inproceedings] bibtex
    F. Nunnari, A. Ezema, und D. Sonntag, "Crop It, but Not Too Much: The Effects of Masking on the Classification of Melanoma Images" in Proc. KI 2021: Advances in Artificial Intelligence. German Conference on Artificial Intelligence (KI-2021), September 27-October 1, Germany, 2021.
    @inproceedings{pub11859,
      author = {Nunnari, Fabrizio and Ezema, Abraham and Sonntag, Daniel},
      editor = {Edelkamp, Stefan and Möller, Ralf and Rueckert, Elmar},
      title = {Crop It, but Not Too Much: The Effects of Masking on the Classification of Melanoma Images},
      booktitle = {KI 2021: Advances in Artificial Intelligence. German Conference on Artificial Intelligence (KI-2021), September 27-October 1, Germany},
      year = {2021},
      pages = {179--193},
      publisher = {Springer International Publishing},
      isbn = {978-3-030-87626-5} }
  • [inproceedings] bibtex
    A. Prange und D. Sonntag, "A Demonstrator for Interactive Image Clustering and Fine-Tuning Neural Networks in Virtual Reality" in Proc. KI 2021: Advances in Artificial Intelligence. German Conference on Artificial Intelligence (KI-2021), Germany, 2021.
    @inproceedings{pub11886,
      author = {Prange, Alexander and Sonntag, Daniel},
      editor = {Edelkamp, Stefan and Möller, Ralf and Rueckert, Elmar},
      title = {A Demonstrator for Interactive Image Clustering and Fine-Tuning Neural Networks in Virtual Reality},
      booktitle = {KI 2021: Advances in Artificial Intelligence. German Conference on Artificial Intelligence (KI-2021), Germany},
      year = {2021},
      pages = {194--203},
      publisher = {Springer International Publishing},
      isbn = {978-3-030-87626-5} }
  • [inproceedings] bibtex
    F. Erlemeyer, C. Rehtanz, A. Hermanns, B. Lüers, M. Nebel-Wenner, und R. J. Eilers, "Live Testing of Flexibilities on Distribution Grid Level – Simulation Setup and Lessons Learned" in Proc. IEEE Electric Power and Energy Conference. IEEE Electric Power and Energy Conference (EPEC-2021), October 22-31, Toronto, Ontario, Canada, IEEE Operations Center 445 Hoes Lane Piscataway, NJ 08854-4141 USA Phone: +1 732 981 0060, 2021.
    @inproceedings{pub11927,
      author = {Erlemeyer, Fabian and Rehtanz, Christian and Hermanns, Annegret and Lüers, Bengt and Nebel-Wenner, Marvin and Eilers, Reef Janes},
      title = {Live Testing of Flexibilities on Distribution Grid Level – Simulation Setup and Lessons Learned},
      booktitle = {IEEE Electric Power and Energy Conference. IEEE Electric Power and Energy Conference (EPEC-2021), October 22-31, Toronto, Ontario, Canada},
      year = {2021},
      month = {10},
      address = {IEEE Operations Center 445 Hoes Lane Piscataway, NJ 08854-4141 USA Phone: +1 732 981 0060},
      organization = {IEEE},
      publisher = {IEEE Xplore} }
  • [incollection] bibtex
    M. Barz und D. Sonntag, Incremental Improvement of a Question Answering System by Re-ranking Answer Candidates Using Machine LearningSpringer, 2021.
    @incollection{pub11522,
      author = {Barz, Michael and Sonntag, Daniel},
      editor = {Marchi, Erik and Siniscalchi, Sabato Marco and Cumani, Sandro and Salerno, Valerio Mario and Li, Haizhou},
      title = {Incremental Improvement of a Question Answering System by Re-ranking Answer Candidates Using Machine Learning},
      booktitle = {Increasing Naturalness and Flexibility in Spoken Dialogue Interaction: 10th International Workshop on Spoken Dialogue Systems},
      series = {Lecture Notes in Electrical Engineering},
      year = {2021},
      pages = {367--379},
      publisher = {Springer},
      isbn = {9789811593239} }
  • [inproceedings] bibtex
    R. Kær. Jørgensen, M. Hartmann, X. Dai, und D. Elliott, "MDAPT: Multilingual Domain Adaptive Pretraining in a Single Model" in Proc. Findings of the Association for Computational Linguistics - EMNLP 2021. Conference on Empirical Methods in Natural Language Processing (EMNLP-2021), November 7-11, Online, Dominican Republic, 2021.
    @inproceedings{pub11845,
      author = {Jørgensen, Rasmus Kær and Hartmann, Mareike and Dai, Xiang and Elliott, Desmond},
      title = {mDAPT: Multilingual Domain Adaptive Pretraining in a Single Model},
      booktitle = {Findings of the Association for Computational Linguistics - EMNLP 2021. Conference on Empirical Methods in Natural Language Processing (EMNLP-2021), November 7-11, Online, Dominican Republic},
      year = {2021},
      month = {11},
      volume = {1},
      pages = {3404--3018},
      journal = {Findings of the Association for Computational Linguistics: EMNLP 2021},
      publisher = {Association for Computational Linguistics} }
  • [techreport] bibtex
    H. Profitlich und D. Sonntag, "A Case Study on Pros and Cons of Regular Expression Detection and Dependency Parsing for Negation Extraction from German Medical Documents. Technical Report" BMBF, Bundesministerium für Bildung und Forschung Kapelle-Ufer 1 D-10117 Berlin,2021.
    @techreport{pub11611,
      author = {Profitlich, Hans-Jürgen and Sonntag, Daniel},
      title = {A Case Study on Pros and Cons of Regular Expression Detection and Dependency Parsing for Negation Extraction from German Medical Documents. Technical Report},
      series = {DFKI Research Reports (RR)},
      year = {2021},
      month = {5},
      volume = {1},
      pages = {30},
      address = {Bundesministerium für Bildung und Forschung Kapelle-Ufer 1 D-10117 Berlin,},
      institution = {BMBF} }
  • [inproceedings] bibtex
    R. Biswas, M. Barz, M. Hartmann, und D. Sonntag, "Improving German Image Captions using Machine Translation and Transfer Learning" in Proc. Statistical Language and Speech Processing SLSP 2021. International Conference on Statistical Language and Speech Processing (SLSP), 8th-9th, November 22-26, Cardiff, United Kingdom, Council Chamber Glamorgan Building King Edward VII Ave Cathays Park Cardiff CF10 3WT, 2021.
    @inproceedings{pub11805,author = {Biswas, Rajarshi and Barz, Michael and Hartmann, Mareike and Sonntag, Daniel},
      editor = {Espinosa-Anke, Luis and Martin-Vide, Carlos and Spasic, Irena},
      title = {Improving German Image Captions using Machine Translation and Transfer Learning},
      booktitle = {Statistical Language and Speech Processing SLSP 2021. International Conference on Statistical Language and Speech Processing (SLSP), 8th-9th, November 22-26, Cardiff, United Kingdom},
      series = {Lecture Notes in Computer Science / Lecture Notes in Artificial Intelligence (LNCS / LNAI)},
      year = {2021},
      month = {11},
      address = {Council Chamber Glamorgan Building King Edward VII Ave Cathays Park Cardiff CF10 3WT},
      organization = {Cardiff University},
      publisher = {Springer} }
  • [inproceedings] bibtex
    M. Barz, K. Altmeyer, S. Malone, L. Lauer, und D. Sonntag, "Digital Pen Features Predict Task Difficulty and User Performance of Cognitive Tests" in Proc. Proceedings of the 28th ACM Conference on User Modeling, Adaptation and Personalization. International Conference on User Modeling, Adaptation, and Personalization (UMAP-2020), July 12-18, Genoa, Italy, 2020.
    @inproceedings{pub10894,
      author = {Barz, Michael and Altmeyer, Kristin and Malone, Sarah and Lauer, Luisa and Sonntag, Daniel},
      title = {Digital Pen Features Predict Task Difficulty and User Performance of Cognitive Tests},
      booktitle = {Proceedings of the 28th ACM Conference on User Modeling, Adaptation and Personalization. International Conference on User Modeling, Adaptation, and Personalization (UMAP-2020), July 12-18, Genoa, Italy},
      year = {2020},
      month = {7},
      publisher = {ACM} }
  • [techreport] bibtex
    D. Sonntag, "Künstliche Intelligenz gegen das Coronavirus" DFKI, BMBF, BMG,2020.
    @techreport{pub10809,
      author = {Sonntag, Daniel},
      title = {Künstliche Intelligenz gegen das Coronavirus},
      series = {DFKI Technical Memos (TM)},
      year = {2020},
      volume = {1},
      institution = {DFKI, BMBF, BMG, } }
  • [article] bibtex
    A. Heimann-Steinert, A. Latendorf, A. Prange, D. Sonntag, und U. Müller-Werdan, "Digital pen technology for conducting cognitive assessments: a cross-over study with older adults" Psychological Research, vol. 85, 2020.
    @article{pub11374,
      author = {Heimann-Steinert, A. and Latendorf, A. and Prange, Alexander and Sonntag, Daniel and Müller-Werdan, U.},
      title = {Digital pen technology for conducting cognitive assessments: a cross-over study with older adults},
      year = {2020},
      volume = {85},
      pages = {1--9},
      journal = {Psychological Research},
      publisher = {Springer} }
  • [inproceedings] bibtex
    M. Barz, S. Stauden, und D. Sonntag, "Visual Search Target Inference in Natural Interaction Settings with Machine Learning" in Proc. ACM Symposium on Eye Tracking Research and Applications. Symposium on Eye Tracking Research & Applications (ETRA-2020), Stuttgart, Germany, 2020.
    @inproceedings{pub10893,
      author = {Barz, Michael and Stauden, Sven and Sonntag, Daniel},
      editor = {Bulling, Andreas and Huckauf, Anke and Jain, Eakta and Radach, Ralph and Weiskopf, Daniel},
      title = {Visual Search Target Inference in Natural Interaction Settings with Machine Learning},
      booktitle = {ACM Symposium on Eye Tracking Research and Applications. Symposium on Eye Tracking Research & Applications (ETRA-2020), Stuttgart, Germany},
      year = {2020},
      month = {5},
      publisher = {Association for Computing Machinery} }
  • [inproceedings] bibtex
    F. Nunnari, A. Ezema, und D. Sonntag, "The effects of masking in melanoma image classification with CNNs towards international standards for image preprocessing" in Proc. 2020 EAI International Symposium on Medical Artificial Intelligence. EAI International Symposium on Medical Artificial Intelligence (MedAI-2020), December 18, Online-Conference, 2020.
    @inproceedings{pub11368,
      author = {Nunnari, Fabrizio and Ezema, Abraham and Sonntag, Daniel},
      title = {The effects of masking in melanoma image classification with CNNs towards international standards for image preprocessing},
      booktitle = {2020 EAI International Symposium on Medical Artificial Intelligence. EAI International Symposium on Medical Artificial Intelligence (MedAI-2020), December 18, Online-Conference},
      year = {2020},
      month = {12},
      publisher = {EAI},
      note = {Virtual Conference}
  • [article] bibtex
    R. Biswas, M. Barz, und D. Sonntag, "Towards Explanatory Interactive Image Captioning Using Top-Down and Bottom-Up Features, Beam Search and Re-ranking" KI - Künstliche Intelligenz, German Journal on Artificial Intelligence - Organ des Fachbereiches "Künstliche Intelligenz" der Gesellschaft für Informatik e.V. (KI), vol. 36, 2020.
    @article{pub11236,
      author = {Biswas, Rajarshi and Barz, Michael and Sonntag, Daniel},
      title = {Towards Explanatory Interactive Image Captioning Using Top-Down and Bottom-Up Features, Beam Search and Re-ranking},
      year = {2020},
      month = {7},
      volume = {36},
      pages = {1--14},
      journal = {KI - Künstliche Intelligenz, German Journal on Artificial Intelligence - Organ des Fachbereiches "Künstliche Intelligenz" der Gesellschaft für Informatik e.V. (KI)},
      publisher = {Springer} }
  • [inproceedings] bibtex
    F. Nunnari, C. Bhuvaneshwara, A. O. Ezema, und D. Sonntag, "A Study on the Fusion of Pixels and Patient Metadata in CNN-Based Classification of Skin Lesion Images" in Proc. Machine Learning and Knowledge Extraction. International IFIP Cross Domain (CD) Conference for Machine Learning & Knowledge Extraction (MAKE) (CD-MAKE-2020), August 25-28, Dublin, Ireland, 2020.
    @inproceedings{pub11113,
      author = {Nunnari, Fabrizio and Bhuvaneshwara, Chirag and Ezema, Abraham Obinwanne and Sonntag, Daniel},
      editor = {Holzinger, Andreas and Kieseberg, Peter and Tjoa, A Min and Weippl, Edgar},
      title = {A Study on the Fusion of Pixels and Patient Metadata in CNN-Based Classification of Skin Lesion Images},
      booktitle = {Machine Learning and Knowledge Extraction. International IFIP Cross Domain (CD) Conference for Machine Learning & Knowledge Extraction (MAKE) (CD-MAKE-2020), August 25-28, Dublin, Ireland},
      year = {2020},
      pages = {191--208},
      publisher = {Springer International Publishing},
      isbn = {978-3-030-57321-8} }
  • [inproceedings] bibtex
    H. M. D. Nguyen, A. Ezema, F. Nunnari, und D. Sonntag, "A Visually Explainable Learning System for Skin Lesion Detection Using Multiscale Input with Attention U-Net" in Proc. KI 2020: Advances in Artificial Intelligence. German Conference on Artificial Intelligence (KI-2020), 43rd, September 21-25, Bamberg, Germany, 2020.
    @inproceedings{pub11178,
      author = {Nguyen, Ho Minh Duy and Ezema, Abraham and Nunnari, Fabrizio and Sonntag, Daniel},
      title = {A Visually Explainable Learning System for Skin Lesion Detection Using Multiscale Input with Attention U-Net},
      booktitle = {KI 2020: Advances in Artificial Intelligence. German Conference on Artificial Intelligence (KI-2020), 43rd, September 21-25, Bamberg, Germany},
      series = {Lecture Notes in Computer Science (LNCS)},
      year = {2020},
      month = {9},
      volume = {12325},
      pages = {313--319},
      publisher = {Springer} }
  • [techreport] bibtex
    D. Sonntag, F. Nunnari, und H. Profitlich, "The Skincare project, an interactive deep learning system for differential diagnosis of malignant skin lesions." BMBF, H2020, Bundesministerium für Bildung und Forschung Kapelle-Ufer 1 D-10117 Berlin,2020.
    @techreport{pub10912,
      author = {Sonntag, Daniel and Nunnari, Fabrizio and Profitlich, Hans-Jürgen},
      title = {The Skincare project, an interactive deep learning system for differential diagnosis of malignant skin lesions.},
      series = {DFKI Research Reports (RR)},
      year = {2020},
      month = {5},
      volume = {1},
      pages = {20},
      address = {Bundesministerium für Bildung und Forschung Kapelle-Ufer 1 D-10117 Berlin,},
      institution = {BMBF, H2020} }
  • [inproceedings] bibtex
    A. Prange und D. Sonntag, "Modeling Cognitive Status through Automatic Scoring of a Digital Version of the Clock Drawing Test" in Proc. Proceedings of the 27th ACM Conference on User Modeling, Adaptation and Personalization. International Conference on User Modeling, Adaptation, and Personalization (UMAP-2019), 27th, June 9-12, Larnaca, Cyprus, 2019.
    @inproceedings{pub10518,
      author = {Prange, Alexander and Sonntag, Daniel},
      title = {Modeling Cognitive Status through Automatic Scoring of a Digital Version of the Clock Drawing Test},
      booktitle = {Proceedings of the 27th ACM Conference on User Modeling, Adaptation and Personalization. International Conference on User Modeling, Adaptation, and Personalization (UMAP-2019), 27th, June 9-12, Larnaca, Cyprus},
      year = {2019},
      pages = {70--77},
      publisher = {ACM} }
  • [article] bibtex
    M. Barz und D. Sonntag, "Incremental Improvement of a Question Answering System by Re-ranking Answer Candidates using Machine Learning" Computing Research Repository eprint Journal (CoRR), vol. abs/1908.10149, 2019.
    @article{pub10895,
      author = {Barz, Michael and Sonntag, Daniel},
      title = {Incremental Improvement of a Question Answering System by Re-ranking Answer Candidates using Machine Learning},
      year = {2019},
      month = {8},
      volume = {abs/1908.10149},
      pages = {1--13},
      journal = {Computing Research Repository eprint Journal (CoRR)},
      publisher = {arXiv} }
  • [inbook] bibtex
    D. Sonntag, D. Sonntag, und A. Krüger, "Medical and Health Systems" , Oviatt, S., Sonntag, D., Krüger, A., Schuller, B. W., Cohen, P. R., und Potamianos, G. Eds., Association for Computing Machinery and Morgan & Claypool, 2019.
    @inbook{pub10812,
      author = {Sonntag, Daniel and Sonntag, Daniel and Krüger, Antonio},
      editor = {Oviatt, Sharon and Sonntag, Daniel and Krüger, Antonio and Schuller, Björn W and Cohen, Philip R and Potamianos, Gerasimos},
      title = {Medical and Health Systems},
      booktitle = {The Handbook of Multimodal-Multisensor Interfaces: Language Processing, Software, Commercialization, and Emerging Directions - Volume 3},
      year = {2019},
      pages = {423--476},
      publisher = {Association for Computing Machinery and Morgan & Claypool},
      isbn = {9781970001754} }
  • [inproceedings] bibtex
    A. Prange, M. Niemann, A. Latendorf, A. Steinert, und D. Sonntag, "Multimodal Speech-based Dialogue for the Mini-Mental State Examination" in Proc. Extended Abstracts of the 2019 CHI Conference on Human Factors in Computing Systems. ACM International Conference on Human Factors in Computing Systems (CHI-2019), May 4-9, Glasgow, United Kingdom, 2019.
    @inproceedings{pub10353,
      author = {Prange, Alexander and Niemann, Mira and Latendorf, Antje and Steinert, Anika and Sonntag, Daniel},
      title = {Multimodal Speech-based Dialogue for the Mini-Mental State Examination},
      booktitle = {Extended Abstracts of the 2019 CHI Conference on Human Factors in Computing Systems. ACM International Conference on Human Factors in Computing Systems (CHI-2019), May 4-9, Glasgow, United Kingdom},
      series = {CHI EA '19},
      year = {2019},
      pages = {13--1},
      publisher = {ACM},
      isbn = {978-1-4503-5971-9} }
  • [inproceedings] bibtex
    M. Kalimuthu, M. Barz, und D. Sonntag, "Incremental Domain Adaptation for Neural Machine Translation in Low-Resource Settings" in Proc. Proceedings of the Fourth Arabic Natural Language Processing Workshop. Arabic Natural Language Processing Workshop (WANLP-2019), 4th, befindet sich ACL, August 1-2, Florence, Italy, 2019.
    @inproceedings{pub10520,
      author = {Kalimuthu, Marimuthu and Barz, Michael and Sonntag, Daniel},
      title = {Incremental Domain Adaptation for Neural Machine Translation in Low-Resource Settings},
      booktitle = {Proceedings of the Fourth Arabic Natural Language Processing Workshop. Arabic Natural Language Processing Workshop (WANLP-2019), 4th, befindet sich ACL, August 1-2, Florence, Italy},
      year = {2019},
      month = {8},
      pages = {1--10},
      publisher = {Association for Computational Linguistics},
      note = {https://www.aclweb.org/anthology/W19-4601} }
  • [techreport] bibtex
    D. Sonntag, "Wie funktionieren neuronale Netze eigentlich?" DFKI,2019.
    @techreport{pub10725,
      author = {Sonntag, Daniel},
      title = {Wie funktionieren neuronale Netze eigentlich?},
      series = {DFKI Technical Memos (TM)},
      year = {2019},
      month = {9},
      volume = {1},
      pages = {2},
      institution = {DFKI, } }
  • [article] bibtex
    D. Sonntag, "Künstliche Intelligenz in der Medizin -- Holzweg oder Heilversprechen?" HNO, vol. 67, iss. 5, 2019.
    @article{pub10833,
      author = {Sonntag, Daniel},
      title = {Künstliche Intelligenz in der Medizin -- Holzweg oder Heilversprechen?},
      year = {2019},
      volume = {67},
      number = {5},
      pages = {343--349},
      journal = {HNO},
      publisher = {Springer},
      howpublished = "https://www.dfki.de/fileadmin/user_upload/import/10833_sonntag-hno-ki-DFKI-repository.pdf", }
  • [techreport] bibtex
    H. Profitlich und D. Sonntag, "Interactivity and Transparency in Medical Risk Assessment with Supersparse Linear Integer Models" BMBF,2019.
    @techreport{pub11177,
      author = {Profitlich, Hans-Jürgen and Sonntag, Daniel},
      title = {Interactivity and Transparency in Medical Risk Assessment with Supersparse Linear Integer Models},
      series = {DFKI Research Reports (RR)},
      year = { 2019},
      volume = {abs/1911.12119},
      journal = {CoRR},
      institution = {BMBF,},
      publisher = {ArXiv},
      howpublished = "https://www.dfki.de/fileadmin/user_upload/import/11177_integer.pdf", }
  • [incollection] bibtex
    M. Feld, R. Neßelrath, und T. Schwartz, Software Platforms and Toolkits for Building Multimodal Systems and ApplicationsMorgan & Claypool Publishers, 2019.
    @incollection{pub10492,
      author = {Feld, Michael and Neßelrath, Robert and Schwartz, Tim},
      editor = {Oviatt, Sharon and Schuller, Björn and Cohen, Philip R. and Sonntag, Daniel and Potamianos, Gerasimos and Krüger, Antonio},
      title = {Software Platforms and Toolkits for Building Multimodal Systems and Applications},
      booktitle = {The Handbook of Multimodal-Multisensor Interfaces, Volume 3 -- Language Processing, Software, Commercialization, and Emerging Directions},
      series = {ACM Books series (ACM Books)},
      edition = {First Edition},
      year = {2019},
      month = {7},
      volume = {#23},
      chapter = {4},
      pages = {145--190},
      publisher = {Morgan & Claypool Publishers},
      isbn = {978-1-97000-175-4} }
  • [inproceedings] bibtex
    R. Biswas, A. Mogadala, M. Barz, D. Sonntag, und D. Klakow, "Automatic Judgement of Neural Network-Generated Image Captions" in Proc. Statistical Language and Speech Processing 7th International Conference Proceedings. Statistical Language and Speech Processing (SLSP-2019), 7th, befindet sich SLSP is a yearly conference series aimed at promoting and displaying excellent research on the wide spectrum of statistical methods that are currently in use in computational language or speech processing., October 14-16, Ljubljana, Slovenia, Jamova cesta 39 1000 Ljubljana Slovenia, 2019.
    @inproceedings{pub10707,
      author = {Biswas, Rajarshi and Mogadala, Aditya and Barz, Michael and Sonntag, Daniel and Klakow, Dietrich},
      editor = {Martin-Vide, Carlos and Purver, Matthew and Pollak, Senja},
      title = {Automatic Judgement of Neural Network-Generated Image Captions},
      booktitle = {Statistical Language and Speech Processing 7th International Conference Proceedings. Statistical Language and Speech Processing (SLSP-2019), 7th, befindet sich SLSP is a yearly conference series aimed at promoting and displaying excellent research on the wide spectrum of statistical methods that are currently in use in computational language or speech processing., October 14-16, Ljubljana, Slovenia},
      series = {Lecture Notes in Computer Science / Lecture Notes in Artificial Intelligence (LNCS)},
      edition = {7},
      year = {2019},
      month = {9},
      volume = {11816},
      pages = {261--272},
      address = {Jamova cesta 39 1000 Ljubljana Slovenia},
      organization = {Jo¸ef Stefan Institute},
      publisher = {Springer},
      isbn = {978-3-030-31372-2} }
(Stand: 16.03.2023)  |