Generative adversarial networks for reconstructing natural images from brain activity

Katja Seeliger, Umut Güçlü, Luca Ambrogioni, +2

NeuroImage

Generative SystemCognitive ScienceEngineeringNeuroimaging ModalityDeep Learning +11

Convolutional neural network-based encoding and decoding of visual object recognition in space and time

Katja Seeliger, Matthias Fritsche, Umut Güçlü, +4

NeuroImage

Convolutional Neural NetworkImage ClassificationMachine VisionImage AnalysisEngineering +7

Reconstructing perceived faces from brain activations with deep adversarial neural decoding

Yağmur Güçlütürk, Umut Güçlü, Katja Seeliger, +3

Radboud Repository (Radboud University)

Artificial IntelligenceEngineeringMachine LearningAutoencodersSocial Sciences +16

End-to-end neural system identification with neural information flow

Katja Seeliger, Luca Ambrogioni, Yağmur Güçlütürk, +3

PLoS Computational Biology

Neural Information FlowEngineeringNeural RecodingBrain MappingRecurrent Neural Network +15

The neuroconnectionist research programme

Adrien Doerig, Rowan P. Sommers, Katja Seeliger, +8

arXiv (Cornell University)

A large single-participant fMRI dataset for probing brain responses to naturalistic stimuli in space and time

Katja Seeliger, Rowan P. Sommers, Umut Güçlü, +2

Auditory ImageryNaturalistic StimuliFmri DatasetsAuditory CortexBrain Mapping +23

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

Johannes Singer, Katja Seeliger, Tim C. Kietzmann, +1

Journal of Vision

Convolutional Neural NetworkCognitive ScienceMachine VisionImage AnalysisMachine Learning +13

Generative adversarial networks for reconstructing natural images from brain activity

Katja Seeliger, Umut Güçlü, Luca Ambrogioni, +2

EngineeringMachine LearningSocial SciencesNatural ImagesGenerative System +21

You Only Look on Lymphocytes Once

Mart van Rijthoven, Żaneta Świderska-Chadaj, Katja Seeliger, +2

HematologyHistopathologyImmunologyLymphatic SystemImmunophenotyping +3

Brain2Pix: Fully convolutional naturalistic video frame reconstruction from brain activity

Lynn Le, Luca Ambrogioni, Katja Seeliger, +3

Frontiers in Neuroscience

Convolutional Neural NetworkEngineeringVgg Feature LossBrain MappingBrain Activity +18