Lukas Rauch

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 12

Top Topics

Active Learning

Constrained Clustering

Image Classification

Top Venues

Publications

Denis Huseljic, Paul Hahn, Marek Herde, Lukas Rauch, Bernhard Sick
Fast Fishing: Approximating BAIT for Efficient and Scalable Deep Active Image Classification. CoRR (2024)
Marek Herde, Denis Huseljic, Lukas Rauch, Bernhard Sick
dopanim: A Dataset of Doppelganger Animals with Noisy Annotations from Multiple Humans. CoRR (2024)
Lukas Rauch, Raphael Schwinger, Moritz Wirth, René Heinrich, Jonas Lange, Stefan Kahl, Bernhard Sick, Sven Tomforde, Christoph Scholz
BirdSet: A Multi-Task Benchmark for Classification in Avian Bioacoustics. CoRR (2024)
Denis Huseljic, Marek Herde, Yannick Nagel, Lukas Rauch, Paulius Strimaitis, Bernhard Sick
The Interplay of Uncertainty Modeling and Deep Active Learning: An Empirical Analysis in Image Classification. Trans. Mach. Learn. Res. 2024 (2024)
Lukas Rauch, Denis Huseljic, Moritz Wirth, Jens Decke, Bernhard Sick, Christoph Scholz
Towards Deep Active Learning in Avian Bioacoustics. CoRR (2024)
Jens Decke, Christian Gruhl, Lukas Rauch, Bernhard Sick
DADO - Low-Cost Selection Strategies for Deep Active Design Optimization. CoRR (2023)
Lukas Rauch, Matthias Aßenmacher, Denis Huseljic, Moritz Wirth, Bernd Bischl, Bernhard Sick
ActiveGLAE: A Benchmark for Deep Active Learning with Transformers. CoRR (2023)
Jens Decke, Christian Gruhl, Lukas Rauch, Bernhard Sick
DADO - Low-Cost Query Strategies for Deep Active Design Optimization. ICMLA (2023)
Lukas Rauch, Raphael Schwinger, Moritz Wirth, Bernhard Sick, Sven Tomforde, Christoph Scholz
Active Bird2Vec: Towards End-to-End Bird Sound Monitoring with Transformers. CoRR (2023)
Lukas Rauch, Matthias Aßenmacher, Denis Huseljic, Moritz Wirth, Bernd Bischl, Bernhard Sick
ActiveGLAE: A Benchmark for Deep Active Learning with Transformers. ECML/PKDD (1) (2023)
Matthias Aßenmacher, Lukas Rauch, Jann Goschenhofer, Andreas Stephan, Bernd Bischl, Benjamin Roth, Bernhard Sick
Towards Enhancing Deep Active Learning with Weak Supervision and Constrained Clustering. IAL@PKDD/ECML (2023)
Lukas Rauch, Denis Huseljic, Bernhard Sick
Enhancing Active Learning with Weak Supervision and Transfer Learning by Leveraging Information and Knowledge Sources. IAL@PKDD/ECML (2022)