Technical Program

Paper Detail

Paper: PS-2B.12
Session: Poster Session 2B
Location: Symphony/Overture
Session Time: Friday, September 7, 19:30 - 21:30
Presentation Time:Friday, September 7, 19:30 - 21:30
Presentation: Poster
Publication: 2018 Conference on Cognitive Computational Neuroscience, 5-8 September 2018, Philadelphia, Pennsylvania
Paper Title: Optimizing deep video representation to match brain activity
Manuscript:  Click here to view manuscript
Authors: Hugo Richard, Ana Luisa Pinho, Bertrand Thirion, Guillaume Charpiat, Inria, France
Abstract: The comparison of observed brain activity with the statis- tics generated by artificial intelligence systems is useful to probe brain functional organization under ecological condi- tions. Here we study fMRI activity in ten subjects watching color natural movies and compute deep representations of these movies with an architecture that relies on optical flow and image content. The association of activity in visual ar- eas with the different layers of the deep architecture displays complexity-related contrasts across visual areas and reveals a striking foveal/peripheral dichotomy.