| 2025 | CVPR | Prompt-Tuning SAM: From Generalist to Specialist with only 2048 Parameters and 16 Training Images. | Tristan Piater, Bjrn Barz, Alexander Freytag |
| 2023 | CVPR | Decoupled Semantic Prototypes enable learning from diverse annotation types for semi-weakly segmentation in expert-driven domains. | Simon Rei, Constantin Seibold, Alexander Freytag, Erik Rodner, Rainer Stiefelhagen |
| 2022 | ECCV | N2V2 - Fixing Noise2Void Checkerboard Artifacts with Modified Sampling Strategies and a Tweaked Network Architecture. | Eva Hck, Tim-Oliver Buchholz, Anselm Brachmann, Florian Jug, Alexander Freytag |
| 2022 | ECCV | Graph-Constrained Contrastive Regularization for Semi-weakly Volumetric Segmentation. | Simon Rei, Constantin Seibold, Alexander Freytag, Erik Rodner, Rainer Stiefelhagen |
| 2021 | CVPR | Every Annotation Counts: Multi-Label Deep Supervision for Medical Image Segmentation. | Simon Rei, Constantin Seibold, Alexander Freytag, Erik Rodner, Rainer Stiefelhagen |
| 2018 | BMVC | Active Learning for Regression Tasks with Expected Model Output Changes. | Christoph Kding, Erik Rodner, Alexander Freytag, Oliver Mothes, Bjrn Barz, Joachim Denzler |
| 2018 | ECCV | Workshop on Interactive and Adaptive Learning in an Open World. | Alexander Freytag, Vittorio Ferrari, Mario Fritz, Uwe Franke, Terrance E. Boult, Juergen Gall, Walter J. Scheirer, Angela Yao, Erik Rodner |
| 2016 | ACCV | Fine-Tuning Deep Neural Networks in Continuous Learning Scenarios. | Christoph Kding, Erik Rodner, Alexander Freytag, Joachim Denzler |
| 2016 | ESANN | Watch, Ask, Learn, and Improve: a lifelong learning cycle for visual recognition. | Christoph Kding, Erik Rodner, Alexander Freytag, Joachim Denzler |
| 2015 | CVPR | Active learning and discovery of object categories in the presence of unnameable instances. | Christoph Kding, Alexander Freytag, Erik Rodner, Paul Bodesheim, Joachim Denzler |
| 2015 | WACV | Local Novelty Detection in Multi-class Recognition Problems. | Paul Bodesheim, Alexander Freytag, Erik Rodner, Joachim Denzler |
| 2014 | CVPR | Nonparametric Part Transfer for Fine-Grained Recognition. | Christoph Gring, Erik Rodner, Alexander Freytag, Joachim Denzler |
| 2014 | ECCV | Selecting Influential Examples: Active Learning with Expected Model Output Changes. | Alexander Freytag, Erik Rodner, Joachim Denzler |
| 2013 | CVPR | Kernel Null Space Methods for Novelty Detection. | Paul Bodesheim, Alexander Freytag, Erik Rodner, Michael Kemmler, Joachim Denzler |
| 2012 | ACCV | Rapid Uncertainty Computation with Gaussian Processes and Histogram Intersection Kernels. | Alexander Freytag, Erik Rodner, Paul Bodesheim, Joachim Denzler |
| 2012 | BMVC | Divergence-Based One-Class Classification Using Gaussian Processes. | Paul Bodesheim, Erik Rodner, Alexander Freytag, Joachim Denzler |
| 2012 | ECCV | Large-Scale Gaussian Process Classification with Flexible Adaptive Histogram Kernels. | Erik Rodner, Alexander Freytag, Paul Bodesheim, Joachim Denzler |
| 2012 | ICPR | Efficient semantic segmentation with Gaussian processes and histogram intersection kernels. | Alexander Freytag, Bjrn Frhlich, Erik Rodner, Joachim Denzler |