Assessment of human emotional reactions to visual stimuli “deep-dreamed” by artificial neural networks

This study demonstrates that the specific method of synthesizing images by maximizing small and precisely-selected parts of the CNN used in this work may lead to synthesis of visual stimuli that enhance or attenuate emotional reactions. This method paves the way for developing tools that stimulate, in a non-invasive way, to support wellbeing (manage stress, enhance mood) and to assist patients with certain mental conditions by complementing traditional methods of therapeutic interventions.

Authors

Institutions

Publication Details

Journal
Frontiers in Psychology
Published
2024-12-24
DOI
https://doi.org/10.3389/fpsyg.2024.1509392
Citations
2
Primary Topic
Neural dynamics and brain function
Type
article
Field-Weighted Citation Impact
0.69
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Assessment of human emotional reactions to visual stimuli “deep-dreamed” by artificial neural networks

Michael Villano, Adam Czajka, Timothy Redgrave, Mahsa Mitcheff et al.
2 citations
Frontiers in Psychology
Neural dynamics and brain function
0.69
article

Assessment of human emotional reactions to visual stimuli “deep-dreamed” by artificial neural networks

Michael Villano, Adam Czajka, Timothy Redgrave, Mahsa Mitcheff, Agnieszka Marczak-Czajka
article en
2 citations

Abstract

This study demonstrates that the specific method of synthesizing images by maximizing small and precisely-selected parts of the CNN used in this work may lead to synthesis of visual stimuli that enhance or attenuate emotional reactions. This method paves the way for developing tools that stimulate, in a non-invasive way, to support wellbeing (manage stress, enhance mood) and to assist patients with certain mental conditions by complementing traditional methods of therapeutic interventions.

Frontiers in PsychologyVol. 15
University of Notre Dame (US)
Openalex Percentile: Top 29%
Neural dynamics and brain function
0.69
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.