Cargando…

Individual differences among deep neural network models

Deep neural networks (DNNs) excel at visual recognition tasks and are increasingly used as a modeling framework for neural computations in the primate brain. Just like individual brains, each DNN has a unique connectivity and representational profile. Here, we investigate individual differences amon...

Descripción completa

Detalles Bibliográficos
Autores principales:	Mehrer, Johannes, Spoerer, Courtney J., Kriegeskorte, Nikolaus, Kietzmann, Tim C.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Nature Publishing Group UK 2020
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7665054/ https://www.ncbi.nlm.nih.gov/pubmed/33184286 http://dx.doi.org/10.1038/s41467-020-19632-w

Ejemplares similares

Recurrent neural networks can explain flexible trading of speed and accuracy in biological vision
por: Spoerer, Courtney J., et al.
Publicado: (2020)

An ecologically motivated image dataset for deep learning yields better models of human vision
por: Mehrer, Johannes, et al.
Publicado: (2021)

Recurrent Convolutional Neural Networks: A Better Model of Biological Object Recognition
por: Spoerer, Courtney J., et al.
Publicado: (2017)

Corrigendum: Recurrent Convolutional Neural Networks: A Better Model of Biological Object Recognition
por: Spoerer, Courtney J., et al.
Publicado: (2018)

Recurrence is required to capture the representational dynamics of the human visual system
por: Kietzmann, Tim C., et al.
Publicado: (2019)

Representational Distance Learning for Deep Neural Networks
por: McClure, Patrick, et al.
Publicado: (2016)

Deep Convolutional Neural Networks Outperform Feature-Based But Not Categorical Models in Explaining Object Similarity Judgments
por: Jozwik, Kamila M., et al.
Publicado: (2017)

From photos to sketches - how humans and deep neural networks process objects across different levels of visual abstraction
por: Singer, Johannes J. D., et al.
Publicado: (2022)

Deep Supervised, but Not Unsupervised, Models May Explain IT Cortical Representation
por: Khaligh-Razavi, Seyed-Mahdi, et al.
Publicado: (2014)

Adjudicating between face-coding models with individual-face fMRI responses
por: Carlin, Johan D., et al.
Publicado: (2017)

Relating Population-Code Representations between Man, Monkey, and Computational Models
por: Kriegeskorte, Nikolaus
Publicado: (2009)

Predictive coding is a consequence of energy efficiency in recurrent neural networks
por: Ali, Abdullahi, et al.
Publicado: (2022)

Fixed versus mixed RSA: Explaining visual representations by fixed and mixed feature sets from shallow and deep computational models
por: Khaligh-Razavi, Seyed-Mahdi, et al.
Publicado: (2017)

Inferring brain-computational mechanisms with models of activity measurements
por: Kriegeskorte, Nikolaus, et al.
Publicado: (2016)

Reliable interpretability of biology-inspired deep neural networks
por: Esser-Skala, Wolfgang, et al.
Publicado: (2023)

Population coding of affect across stimuli, modalities and individuals
por: Chikazoe, Junichi, et al.
Publicado: (2014)

Representational models: A common framework for understanding encoding, pattern-component, and representational-similarity analysis
por: Diedrichsen, Jörn, et al.
Publicado: (2017)

Extracting and visualizing hidden activations and computational graphs of PyTorch models with TorchLens
por: Taylor, JohnMark, et al.
Publicado: (2023)

TorchLens: A Python package for extracting and visualizing hidden activations of PyTorch models
por: Taylor, JohnMark, et al.
Publicado: (2023)

Open Evaluation: A Vision for Entirely Transparent Post-Publication Peer Review and Rating for Science
por: Kriegeskorte, Nikolaus
Publicado: (2012)

Probabilistic Models with Deep Neural Networks
por: Masegosa, Andrés R., et al.
Publicado: (2021)

The spatiotemporal neural dynamics underlying perceived similarity for real-world objects
por: Cichy, Radoslaw M., et al.
Publicado: (2019)

Application of Deep Neural Networks as a Prescreening Tool to Assign Individualized Absorption Models in Pharmacokinetic Analysis
por: Jaber, Mutaz M., et al.
Publicado: (2021)

Inverse MDS: Inferring Dissimilarity Structure from Multiple Item Arrangements
por: Kriegeskorte, Nikolaus, et al.
Publicado: (2012)

Normalization of photoplethysmography using deep neural networks for individual and group comparison
por: Kim, Ji Woon, et al.
Publicado: (2022)

Methods for identifying emergent concepts in deep neural networks
por: Räz, Tim
Publicado: (2023)

Deep neural network model of haptic saliency
por: Metzger, Anna, et al.
Publicado: (2021)

Representational geometry: integrating cognition, computation, and the brain
por: Kriegeskorte, Nikolaus, et al.
Publicado: (2013)

An Interactive Visualization for Feature Localization in Deep Neural Networks
por: Zurowietz, Martin, et al.
Publicado: (2020)

Knowledge-primed neural networks enable biologically interpretable deep learning on single-cell sequencing data
por: Fortelny, Nikolaus, et al.
Publicado: (2020)

Artificial neural networks reveal individual differences in metacognitive monitoring of memory
por: Zakrzewski, Alexandria C., et al.
Publicado: (2019)

Representational Similarity Analysis – Connecting the Branches of Systems Neuroscience
por: Kriegeskorte, Nikolaus, et al.
Publicado: (2008)

An emerging consensus for open evaluation: 18 visions for the future of scientific publishing
por: Kriegeskorte, Nikolaus, et al.
Publicado: (2012)

Faciotopy—A face-feature map with face-like topology in the human occipital face area
por: Henriksson, Linda, et al.
Publicado: (2015)

Deep Neural Network Models for Colon Cancer Screening
por: Kavitha, Muthu Subash, et al.
Publicado: (2022)

Detection of Drowsiness among Drivers Using Novel Deep Convolutional Neural Network Model
por: Majeed, Fiaz, et al.
Publicado: (2023)

Frost prediction using machine learning and deep neural network models
por: Talsma, Carl J., et al.
Publicado: (2023)

Neural networks and deep learning
por: Géron, Aurélien
Publicado: (2018)

Strengthening Deep Neural Networks
por: Warr, Katy
Publicado: (2019)

América Latina, los desafíos del tiempo fecundo /
por: Spoerer, Sergio
Publicado: (1980)

Cannot write session to /tmp/vufind_sessions/sess_3v7rdvvtp502tlcc3drgo2m40k