Article

Objects, Faces, and Spaces: Organizational Principles of Visual Object Perception as Evidenced by Individual Differences in Behavior

2023-10-02

Abstract excerpt

What are the diagnostic dimensions on which objects differ visually? We constructed a two-dimensional object space based on such attributes captured by a deep convolutional neural network. These attributes can be approximated as stubby/spiky and animate-/inanimate-looking. If object space contributes to human visual cognition, this should have a measurable effect on object discrimination abilities. We administered...

Topics

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

Identifiers and source

Literature Corpus work: 397a73dd-f298-532d-86df-a8d0f5e83842
DOI: 10.1101/2023.10.01.560383

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Objects, Faces, and Spaces: Organizational Principles of Visual Object Perception as Evidenced by Individual Differences in BehaviorDOI 10.1101/2023.10.01.560383Read

Object category warps the topography of object space for behaviorSemantic proximity Read

Humans and marmosets share similar face recognition signatures in shape-based visual face discrimination behaviorSemantic proximity Read

Perceiving animacy in ‘identical’ imagesSemantic proximity Read

Behavioral signatures of face perception emerge in deep neural networks optimized for face recognitionSemantic proximity Read

Predicting visual working memory errors with a priori measures of representational geometry from human and artificial systemsSemantic proximity Read

The representation of two-body shapes in the human visual cortexSemantic proximity Read

Self-supervised learning yields representational signatures of category-selective cortexSemantic proximity Read

How Visual Experience Shapes Face Processing: Divergent Representational Strategies Emerge from Specialized and Diverse Visual Diets in Artificial Neural NetworksSemantic proximity Read

When the whole is only the parts: non-holistic object parts predominate face-cell responses to illusory facesSemantic proximity Read

Disentangling five dimensions of animacy in human brain and behaviourSemantic proximity Read

Efficient Information Contents Flow Down from Memory to Predict the Identity of FacesSemantic proximity Read