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Open Access

Elementary Concept Reasoning (ECR)

Thumbnail Image

Files

ECR.zip (zipped ECR dataset) (5.64 MB)

Date

2022-03-23

Type

Image

Authors

Stammer, WolfgangORCID 0000-0003-3793-8046
Memmel, Marius
Schramowski, PatrickORCID 0000-0003-1231-7120
Kersting, Kristian

Journal Title

Journal ISSN

Volume Title

Publisher

Abstract

Description

Elementary Concept Reasoning (ECR) is a novel dataset focusing on object-centric visual concept learning. It contains RGB images (64×64×3) of 2D geometric objects on a constant colored background. Objects can vary in shape (circle, triangle, square, and pentagon),size (large and small), and color (red, green, blue, yellow). Uniform jitter was added to each color, resulting in various color shades. Each image contains a single object which is fixed to the center of the image. Furthermore, ECR contains image pairs following the match pairing setup.

Keywords

Concept Learning, Object-centric

Citation

Identifier

https://tudatalib.ulb.tu-darmstadt.de/handle/tudatalib/3426

Endorsement

Related Resources

Is Cited By
https://arxiv.org/abs/2112.02290

DFG Classification

4.43-04 Künstliche Intelligenz und Maschinelle Lernverfahren
4.43-05 Bild- und Sprachverarbeitung, Computergraphik und Visualisierung, Human Computer Interaction, Ubiquitous und Wearable Computing

Project(s)

Bund/BLE | 2815NA187 | AuDiSens

Faculty

Collections

License

CC BY 4.0 - Attribution 4.0 International
Except where otherwise noted, this license is described as CC BY 4.0 - Attribution 4.0 International