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20172010s
Sara Sabour
Lead author of capsule networks, Hinton's attempt to give vision models an explicit sense of spatial hierarchy.
Organizations
Google BrainUniversity of Toronto
Major Achievements
- •Led 'Dynamic Routing Between Capsules' (2017) with Nicholas Frosst and Geoffrey Hinton.
- •Introduced routing-by-agreement, letting groups of neurons represent an object's pose as well as its presence.
- •Capsule networks were a direct response to what Hinton considered convolutional pooling's loss of spatial information.
- •Continued research on 3D scene representation and equivariant vision models.
Key Papers
- Dynamic Routing Between Capsules
Sara Sabour, Nicholas Frosst, Geoffrey E. Hinton · NeurIPS 2017