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Reconstructing Faces from fMRI Patterns using Deep Generative Neural
  Networks
v1v2 (latest)

Reconstructing Faces from fMRI Patterns using Deep Generative Neural Networks

9 October 2018
R. V. Rullen
Leila Reddy
    CVBM
ArXiv (abs)PDFHTML

Papers citing "Reconstructing Faces from fMRI Patterns using Deep Generative Neural Networks"

44 / 44 papers shown
HAVIR: HierArchical Vision to Image Reconstruction using CLIP-Guided Versatile Diffusion
HAVIR: HierArchical Vision to Image Reconstruction using CLIP-Guided Versatile Diffusion
Shiyi Zhang
Dong Liang
Bingsheng Huang
Yihang Zhou
DiffM
227
0
0
03 Oct 2025
NeuroSwift: A Lightweight Cross-Subject Framework for fMRI Visual Reconstruction of Complex Scenes
NeuroSwift: A Lightweight Cross-Subject Framework for fMRI Visual Reconstruction of Complex Scenes
Shiyi Zhang
Dong Liang
Yihang Zhou
161
0
0
02 Oct 2025
A Survey on fMRI-based Brain Decoding for Reconstructing Multimodal Stimuli
A Survey on fMRI-based Brain Decoding for Reconstructing Multimodal Stimuli
Pengyu Liu
Guohua Dong
D. Guo
Kun Li
Fengling Li
Xun Yang
Meng Wang
Xiaomin Ying
AI4CE
242
5
0
20 Mar 2025
Scaling laws for decoding images from brain activity
Scaling laws for decoding images from brain activity
Hubert J. Banville
Yohann Benchetrit
Stéphane DÁscoli
Jérémy Rapin
J. King
MedIm
357
8
0
25 Jan 2025
Double-Flow GAN model for the reconstruction of perceived faces from brain activities
Double-Flow GAN model for the reconstruction of perceived faces from brain activities
Zihao Wang
Jing Zhao
Xuetong Ding
Hui Zhang
CVBMAI4CE
230
0
0
03 Jan 2025
Quantum-Brain: Quantum-Inspired Neural Network Approach to Vision-Brain Understanding
Quantum-Brain: Quantum-Inspired Neural Network Approach to Vision-Brain Understanding
Hoang-Quan Nguyen
Xuan-Bac Nguyen
Hugh Churchill
Arabinda Kumar Choudhary
Arabinda Kumar Choudhary
S. Khan
Khoa Luu
473
8
0
20 Nov 2024
Connecting Dreams with Visual Brainstorming Instruction
Connecting Dreams with Visual Brainstorming Instruction
Yasheng Sun
Bohan Li
Mingchen Zhuge
Deng-Ping Fan
Salman Khan
Fahad Shahbaz Khan
Hideki Koike
DiffM
176
1
0
14 Aug 2024
Brain Dialogue Interface (BDI): A User-Friendly fMRI Model for
  Interactive Brain Decoding
Brain Dialogue Interface (BDI): A User-Friendly fMRI Model for Interactive Brain Decoding
Heng-Chiao Huang
Lin Zhao
Zihao Wu
Xiaowei Yu
Jing Zhang
Xiaoyan Cai
Dajiang Zhu
Tianming Liu
242
2
0
17 Jun 2024
MindFormer: A Transformer Architecture for Multi-Subject Brain Decoding
  via fMRI
MindFormer: A Transformer Architecture for Multi-Subject Brain Decoding via fMRI
Inhwa Han
Jaayeon Lee
Jong Chul Ye
MedImAI4CE
214
0
0
28 May 2024
MindBridge: A Cross-Subject Brain Decoding Framework
MindBridge: A Cross-Subject Brain Decoding Framework
Shizun Wang
Songhua Liu
Zhenxiong Tan
Xinchao Wang
AI4CE
239
62
0
11 Apr 2024
Mind-to-Image: Projecting Visual Mental Imagination of the Brain from
  fMRI
Mind-to-Image: Projecting Visual Mental Imagination of the Brain from fMRI
Hugo Caselles-Dupré
Charles Mellerio
Paul Hérent
Alizée Lopez-Persem
Benoit Béranger
Mathieu Soularue
Pierre Fautrel
Gauthier Vernier
Matthieu Cord
VGenMedImDiffM
343
2
0
08 Apr 2024
Modality-Agnostic fMRI Decoding of Vision and Language
Modality-Agnostic fMRI Decoding of Vision and Language
Mitja Nikolaus
Milad Mozafari
Nicholas Asher
Leila Reddy
Rufin VanRullen
189
4
0
18 Mar 2024
Reconstructing Visual Stimulus Images from EEG Signals Based on Deep
  Visual Representation Model
Reconstructing Visual Stimulus Images from EEG Signals Based on Deep Visual Representation Model
Hongguang Pan
Zhuoyi Li
Yunpeng Fu
Xuebin Qin
Jianchen Hu
161
3
0
11 Mar 2024
Brain-Conditional Multimodal Synthesis: A Survey and Taxonomy
Brain-Conditional Multimodal Synthesis: A Survey and TaxonomyIEEE Transactions on Artificial Intelligence (IEEE TAI), 2023
Weijian Mai
Jian Zhang
Pengfei Fang
Zhijun Zhang
465
14
0
31 Dec 2023
Large-scale Foundation Models and Generative AI for BigData Neuroscience
Large-scale Foundation Models and Generative AI for BigData NeuroscienceNeurosciences research (Neurosci Res), 2023
Ran Wang
Zhe Sage Chen
MedImAI4CELRM
151
16
0
27 Oct 2023
Brain decoding: toward real-time reconstruction of visual perception
Brain decoding: toward real-time reconstruction of visual perceptionInternational Conference on Learning Representations (ICLR), 2023
Yohann Benchetrit
Hubert J. Banville
Jean-Rémi King
516
89
0
18 Oct 2023
Through their eyes: multi-subject Brain Decoding with simple alignment
  techniques
Through their eyes: multi-subject Brain Decoding with simple alignment techniques
Matteo Ferrante
T. Boccato
N. Toschi
209
22
0
01 Aug 2023
DreaMR: Diffusion-driven Counterfactual Explanation for Functional MRI
DreaMR: Diffusion-driven Counterfactual Explanation for Functional MRIIEEE Transactions on Medical Imaging (TMI), 2023
H. Bedel
Tolga Çukur
DiffMMedIm
260
42
0
18 Jul 2023
DreamCatcher: Revealing the Language of the Brain with fMRI using GPT
  Embedding
DreamCatcher: Revealing the Language of the Brain with fMRI using GPT Embedding
Subhrasankar Chatterjee
D. Samanta
236
4
0
16 Jun 2023
Reconstructing the Mind's Eye: fMRI-to-Image with Contrastive Learning
  and Diffusion Priors
Reconstructing the Mind's Eye: fMRI-to-Image with Contrastive Learning and Diffusion PriorsNeural Information Processing Systems (NeurIPS), 2023
Paul S. Scotti
Atmadeep Banerjee
J. Goode
Stepan Shabalin
A. Nguyen
...
Nathalie Verlinde
Elad Yundler
David Weisberg
K. A. Norman
Tanishq Mathew Abraham
DiffM
403
188
0
29 May 2023
Brain Captioning: Decoding human brain activity into images and text
Brain Captioning: Decoding human brain activity into images and text
Matteo Ferrante
Furkan Ozcelik
T. Boccato
R. V. Rullen
N. Toschi
DiffM
223
41
0
19 May 2023
Natural scene reconstruction from fMRI signals using generative latent
  diffusion
Natural scene reconstruction from fMRI signals using generative latent diffusionScientific Reports (Sci Rep), 2023
Furkan Ozcelik
Rufin VanRullen
DiffM
322
140
0
09 Mar 2023
Semantic Brain Decoding: from fMRI to conceptually similar image
  reconstruction of visual stimuli
Semantic Brain Decoding: from fMRI to conceptually similar image reconstruction of visual stimuli
Matteo Ferrante
T. Boccato
N. Toschi
DiffM
250
27
0
13 Dec 2022
Decoding natural image stimuli from fMRI data with a surface-based
  convolutional network
Decoding natural image stimuli from fMRI data with a surface-based convolutional networkInternational Conference on Medical Imaging with Deep Learning (MIDL), 2022
Zijin Gu
K. Jamison
Amy Kuceyeski
M. Sabuncu
241
58
0
05 Dec 2022
Mind Reader: Reconstructing complex images from brain activities
Mind Reader: Reconstructing complex images from brain activitiesNeural Information Processing Systems (NeurIPS), 2022
Sikun Lin
Thomas C. Sprague
Ambuj K. Singh
DiffM
304
121
0
30 Sep 2022
Modeling biological face recognition with deep convolutional neural
  networks
Modeling biological face recognition with deep convolutional neural networksJournal of Cognitive Neuroscience (J Cogn Neurosci), 2022
Leonard E. van Dyck
W. Gruber
CVBM
142
11
0
13 Aug 2022
A Deep Generative Approach to Oversampling in Ptychography
A Deep Generative Approach to Oversampling in Ptychography
Semih Barutcu
Aggelos K. Katsaggelos
Doùga Gursoy
95
0
0
28 Jul 2022
Facial Image Reconstruction from Functional Magnetic Resonance Imaging
  via GAN Inversion with Improved Attribute Consistency
Facial Image Reconstruction from Functional Magnetic Resonance Imaging via GAN Inversion with Improved Attribute ConsistencyIEEE International Joint Conference on Neural Network (IJCNN), 2022
Pei-Chun Chang
Yan-Yu Tien
Chia-Lin Chen
Li-Fen Chen
Yong-Sheng Chen
Huiling Chan
DiffMCVBMMedIm
88
3
0
03 Jul 2022
Comparing interpretation methods in mental state decoding analyses with
  deep learning models
Comparing interpretation methods in mental state decoding analyses with deep learning models
A. Thomas
Christopher Ré
R. Poldrack
AI4CE
205
2
0
31 May 2022
BolT: Fused Window Transformers for fMRI Time Series Analysis
BolT: Fused Window Transformers for fMRI Time Series Analysis
H. Bedel
Irmak Sivgin
Onat Dalmaz
S. Dar
Tolga Çukur
351
92
0
23 May 2022
Compressive Ptychography using Deep Image and Generative Priors
Compressive Ptychography using Deep Image and Generative Priors
Semih Barutcu
D. Gursoy
Aggelos K. Katsaggelos
182
7
0
05 May 2022
Reconstruction of Perceived Images from fMRI Patterns and Semantic Brain
  Exploration using Instance-Conditioned GANs
Reconstruction of Perceived Images from fMRI Patterns and Semantic Brain Exploration using Instance-Conditioned GANsIEEE International Joint Conference on Neural Network (IJCNN), 2022
Furkan Ozcelik
Bhavin Choksi
Milad Mozafari
Leila Reddy
Rufin VanRullen
GAN
271
91
0
25 Feb 2022
Personalized visual encoding model construction with small data
Personalized visual encoding model construction with small dataCommunications Biology (CB), 2022
Zijin Gu
K. Jamison
M. Sabuncu
Amy Kuceyeski
115
15
0
04 Feb 2022
Natural Image Reconstruction from fMRI using Deep Learning: A Survey
Natural Image Reconstruction from fMRI using Deep Learning: A Survey
Zarina Rakhimberdina
Quentin Jodelet
Xin Liu
T. Murata
3DV
313
38
0
18 Oct 2021
Using Deep Learning for Visual Decoding and Reconstruction from Brain
  Activity: A Review
Using Deep Learning for Visual Decoding and Reconstruction from Brain Activity: A Review
M. Horn
AI4CE
56
0
0
09 Aug 2021
SPI-GAN: Towards Single-Pixel Imaging through Generative Adversarial
  Network
SPI-GAN: Towards Single-Pixel Imaging through Generative Adversarial Network
Nazmul Karim
Nazanin Rahnavard
GAN
155
14
0
03 Jul 2021
A Systematic Collection of Medical Image Datasets for Deep Learning
A Systematic Collection of Medical Image Datasets for Deep Learning
Johann Li
Guangming Zhu
Cong Hua
Mingtao Feng
Basheer Bennamoun
...
Xu Xu
Lin Mei
Liang Zhang
Syed Afaq Ali Shah
Bennamoun
OOD
206
68
0
24 Jun 2021
More Real than Real: A Study on Human Visual Perception of Synthetic
  Faces
More Real than Real: A Study on Human Visual Perception of Synthetic FacesIEEE Signal Processing Magazine (IEEE SPM), 2021
Federica Lago
Cecilia Pasquini
Rainer Böhme
Hélene Dumont
V. Goffaux
G. Boato
CVBM
114
66
0
14 Jun 2021
NeuroGen: activation optimized image synthesis for discovery
  neuroscience
NeuroGen: activation optimized image synthesis for discovery neuroscienceNeuroImage (NeuroImage), 2021
Zijin Gu
K. Jamison
Meenakshi Khosla
Emily J. Allen
Yihan Wu
Thomas Naselaris
Kendrick Norris Kay
M. Sabuncu
Amy Kuceyeski
DiffMMedIm
113
36
0
15 May 2021
Reconstructing Perceptive Images from Brain Activity by Shape-Semantic
  GAN
Reconstructing Perceptive Images from Brain Activity by Shape-Semantic GANNeural Information Processing Systems (NeurIPS), 2021
T. Fang
Yu Qi
Gang Pan
GAN
177
61
0
28 Jan 2021
Identifying the latent space geometry of network models through analysis
  of curvature
Identifying the latent space geometry of network models through analysis of curvatureSocial Science Research Network (SSRN), 2020
Shane Lubold
Arun G. Chandrasekhar
Tyler H. McCormick
435
30
0
19 Dec 2020
Deep Learning and the Global Workspace Theory
Deep Learning and the Global Workspace TheoryTrends in Neurosciences (TINS), 2020
R. V. Rullen
Ryota Kanai
187
78
0
04 Dec 2020
Reconstructing Natural Scenes from fMRI Patterns using BigBiGAN
Reconstructing Natural Scenes from fMRI Patterns using BigBiGANIEEE International Joint Conference on Neural Network (IJCNN), 2020
Milad Mozafari
Leila Reddy
R. V. Rullen
AI4CE
182
89
0
31 Jan 2020
DCNN-GAN: Reconstructing Realistic Image from fMRI
DCNN-GAN: Reconstructing Realistic Image from fMRI
Yunfeng Lin
Jiang Li
Han Wang
GAN
155
37
0
13 Jan 2019
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