Article

From photos to sketches - how humans and deep neural networks process objects across different levels of visual abstraction

2021-02-27

Abstract excerpt

<p>Line drawings convey meaning with just a few strokes. Despite strong simplifications, humans can recognize objects depicted in such abstracted images without effort. To what degree do deep convolutional neural networks (CNNs) mirror this human ability to generalize to abstracted object images? While CNNs trained on natural images have been shown to exhibit poor classification performance on drawings, other work...

Topics

Open a Topic to create a Post that cites this publication.

Uncategorized literature

Identifiers and source

Literature Corpus work: b692b930-a0e8-56f0-831a-6b449a66f9f4
DOI: 10.31234/osf.io/xg2uy

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

From photos to sketches - how humans and deep neural networks process objects across different levels of visual abstractionDOI 10.31234/osf.io/xg2uyRead

Using drawings and deep neural networks to characterize the building blocks of human visual similaritySemantic proximity Read

The spatiotemporal neural dynamics of object recognition for natural images and line drawingsSemantic proximity Read

Teaching deep networks to see shape: Lessons from a simplified visual worldSemantic proximity Read

Neural networks for abstraction and reasoning: Towards broad generalization in machinesSemantic proximity Read

The attentive reconstruction of objects facilitates robust object recognitionSemantic proximity Read

Probing Human Categorization of Naturalistic Images by Combining Deep Neural Networks with Cognitive ModelsSemantic proximity Read

Automatic Classification and Style Analysis ofLandscape Architecture Images Based on DeepLearningSemantic proximity Read

Leveraging prior concept learning improves ability to generalize from few examples in computational models of human object recognitionSemantic proximity Read

The Generalization Artist - Or: How Can We Characterize Human Generalization?Semantic proximity Read

Feature blindness: a challenge for understanding and modelling visual object recognitionSemantic proximity Read

How do visual and conceptual factors predict the composition of typical scene drawings?Semantic proximity Read

StrokePlan-RNN: Predicting Ordered Drawing Procedures from Face Line ArtSemantic proximity Read