Search Results for author: Bernd Gruner

Found 3 papers, 1 papers with code

Generalizability of Code Clone Detection on CodeBERT

no code implementations26 Aug 2022 Tim Sonnekalb, Bernd Gruner, Clemens-Alexander Brust, Patrick Mäder

Transformer networks such as CodeBERT already achieve outstanding results for code clone detection in benchmark datasets, so one could assume that this task has already been solved.

Clone Detection

Cross-Domain Evaluation of a Deep Learning-Based Type Inference System

1 code implementation19 Aug 2022 Bernd Gruner, Tim Sonnekalb, Thomas S. Heinze, Clemens-Alexander Brust

Through our experiments, we detect that the shifts in the dataset and the long-tailed distribution with many rare and unknown data types decrease the performance of the deep learning-based type inference system drastically.

Unsupervised Domain Adaptation Vocal Bursts Type Prediction

Domain Adaptation and Active Learning for Fine-Grained Recognition in the Field of Biodiversity

no code implementations22 Oct 2021 Bernd Gruner, Matthias Körschens, Björn Barz, Joachim Denzler

We discovered that domain adaptation works very well for fine-grained recognition and that the normalization methods have a great influence on the results.

Active Learning Transfer Learning +1

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