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

Learning Object Permanence from Videos via Latent Imaginations

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

While human infants exhibit knowledge about object permanence from two months of age onwards, deep-learning approaches still largely fail to recognize objects' continued existence.

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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