the predominant pathway for early vision · chen-bee, zhou, jacobs, lim, frostig (frontiers of...

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The predominant pathway for "early" vision

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Page 1: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

The predominant pathway for "early" vision

Page 2: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

Vision starts in the eye - and is largely mapped 1:1 across space (retinotopy)

Page 3: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

Many output cells from the retina, i.e., retinal ganglion cells, have a ∇2 receptive field

Page 4: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

Visual information travels from retina to thalamus to cortex

Page 5: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

Wandell, Dumoulin, Brewer (Neuron 2007)

Page 6: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

Larsson and Heeger (J Neuroscience 2006)

Page 7: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

Cortex synthesizes orientation preference from ∇2 receptive fields

Page 8: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits
Page 9: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

Continuous coding variables, like orientation, in primate vision, are mapped

Page 10: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

The representation of continuous coding variables can be imaged across cortex

These features are mapped across visual cortex in primates and cats, as seen by intrinsic optical imaging

Page 11: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

Nearby neurons have similar receptive field (but note discontinuities at spirals)

Grinvald, Lieke, Frostig, Gilbert, Wiesel (Nature 1986)

Page 12: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

Clarification of maps

Bonhoeffer and Grinvald (J Neuroscience 1993)

Page 13: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

Nearby neurons with similar receptive field have significant "noise" correlations

T'so, Gilbert, Wiesel (J Neuroscience 1986)

Page 14: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

Just a reminder - A mouse is not a monkey, and vice versa

Ohki, Chung, Ch’ng, Kara, Reid (Nature 2005)

Page 15: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

A conundrum is that the width of tuning is independent of the contrast (input strength)

Sclar and Freeman (Experimental Brain Research 1962) Ferster, Sooyoung, Wheat (Nature 1996)

Page 16: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

Cortical interactions, as opposed to solely feedforward features, define the tuning width

Crook, Kisvarday, Eysel (Visual Neuroscience 1997)

Page 17: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

Beyond vision, normalization of input signals is seen in other systems, e.g., the coding of touch by the vibrissa system of rodents

Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012)

Page 18: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012)

Page 19: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits
Page 20: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

W0 = -0.4 and W2 = 4.0 ε = 0.09

Page 21: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits
Page 22: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits
Page 23: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

Bumps of activity in the heading direction system in rodent thalamus

Internally organized mechanisms of the head direction senseNature Neuroscience 2015Adrien Peyrache, Marie M Lacroix, Peter C Petersen & György Buzsáki

Page 24: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

Bumps of activity in the landmark heading system in the fly ellipsoid body of the central complex thalamus

Neural dynamics for landmark orientation and angular path integrationNatureJohannes D. Seelig & Vivek Jayaraman

Page 25: The predominant pathway for early vision · Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits 2012) Chen-Bee, Zhou, Jacobs, Lim, Frostig (Frontiers of Neural Circuits

Neural dynamics for landmark orientation and angular path integrationNatureJohannes D. Seelig & Vivek Jayaraman