marvin minsky - nice workshop · 2018-05-02 · marvin minsky. why vision is a hard problem....

Post on 02-Aug-2020

1 Views

Category:

Documents

0 Downloads

Preview:

Click to see full reader

TRANSCRIPT

Marvin Minsky

Why Vision is a Hard ProblemWhy Vision is a Hard Problem

PerceptronPerceptron

1969

Boltzmann MachinesLearning Probability Distributions

Boltzmann MachinesLearning Probability Distributions

Hinton and Sejnowski, 1983

Geoffrey Hinton

)( sleepwake

jijiij ssssw

Visual Cortex

Hubel and Wiesel, 1969

Hubel and Wiesel, 1962Hubel and Wiesel, 1962

Simple CellSimple Cell

Complex CellComplex Cell

Felleman and Van Essen,1991

Geoffrey Hinton and Yann Le Cun

Deep LearningDeep Learning

Yamins and DiCarlo, 2016Yamins and DiCarlo, 2016

Saddle Points in High DimensionsSaddle Points in High Dimensions

Error

Weights

January 5, 2017: “After humanity spent thousands of years improving our tactics, computers tell us that humans are completely wrong.”

Ke JieKe Jie

RUBIRUBI

Javier Movellan

Neuromorphic EngineeringNeuromorphic Engineering

Kwabena Boahen and Kareem Zaghloul

Retinal Ganglion CellsRetinal Ganglion Cells

Kuffler, 1953

Neuromorphic CameraNeuromorphic Camera

Tobi Delbruck

Lichtsteiner, Posch and Delbruck, 2008

Sejnowski and Delbruck, Scientific American 2012

BRAIN InitiativeBrain Research through Advancing

Innovative Neurotechnologies

April 2, 2013

BRAIN InitiativeBrain Research through Advancing

Innovative Neurotechnologies

April 2, 2013 April 2, 2013

Sophie Aimon

BRAIN InitiativeBRAIN Initiative

The Deep Learning RevolutionThe Deep Learning Revolution

Terrence SejnowskiSalk Institute

UCSD

Terrence SejnowskiSalk Institute

UCSD

top related