Search Results for author: Frederic Becker

Found 4 papers, 3 papers with code

Loci-Segmented: Improving Scene Segmentation Learning

1 code implementation16 Oct 2023 Manuel Traub, Frederic Becker, Adrian Sauter, Sebastian Otte, Martin V. Butz

Current slot-oriented approaches for compositional scene segmentation from images and videos rely on provided background information or slot assignments.

Scene Segmentation Segmentation

Looping LOCI: Developing Object Permanence from Videos

no code implementations16 Oct 2023 Manuel Traub, Frederic Becker, Sebastian Otte, Martin V. Butz

Recent compositional scene representation learning models have become remarkably good in segmenting and tracking distinct objects within visual scenes.

Object Representation Learning

Automatic Discovery of Interpretable Planning Strategies

1 code implementation24 May 2020 Julian Skirzyński, Frederic Becker, Falk Lieder

Our algorithm combines recent advances in imitation learning and program induction with a new clustering method for identifying a large subset of demonstrations that can be accurately described by a simple, high-performing decision rule.

Clustering Imitation Learning +3

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