Search Results for author: Stefan Fiel

Found 4 papers, 2 papers with code

Few-Shot Learning by Dimensionality Reduction in Gradient Space

1 code implementation7 Jun 2022 Martin Gauch, Maximilian Beck, Thomas Adler, Dmytro Kotsur, Stefan Fiel, Hamid Eghbal-zadeh, Johannes Brandstetter, Johannes Kofler, Markus Holzleitner, Werner Zellinger, Daniel Klotz, Sepp Hochreiter, Sebastian Lehner

We introduce SubGD, a novel few-shot learning method which is based on the recent finding that stochastic gradient descent updates tend to live in a low-dimensional parameter subspace.

Dimensionality Reduction Few-Shot Learning

Unsupervised Feature Learning for Writer Identification and Writer Retrieval

no code implementations25 May 2017 Vincent Christlein, Martin Gropp, Stefan Fiel, Andreas Maier

The focus lies on the ICDAR17 competition dataset on historical document writer identification (Historical-WI).

Classification Clustering +2

READ-BAD: A New Dataset and Evaluation Scheme for Baseline Detection in Archival Documents

4 code implementations9 May 2017 Tobias Grüning, Roger Labahn, Markus Diem, Florian Kleber, Stefan Fiel

Well established text line segmentation evaluation schemes such as the Detection Rate or Recognition Accuracy demand for binarized data that is annotated on a pixel level.

Binarization Keyword Spotting +1

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