Visual object recognition

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Presentation transcript:

Visual object recognition Domina Petric, MD

Introduction We effortlessly detect and classify objects from among tens of thousands of possibilities (Biederman, 1987). We do so within a fraction of a second (Potter, 1976; Thorpe, 1996). There is tremendous variation in appearance that each object produces on our eyes. Our survival depends on our accurate and rapid extraction of object identity from the patterns of photons on our retinae.

Dorsal visual stream Importance of the dorsal visual stream for: supporting the ability to guide the eyes or covert processing resources (spatial attention) toward objects (Ikkai, 2011; Noudoost 2010; Valyear, 2006) supporting the ability to shape the hand to manipulate an object (Goodale, 1994; Murata, 2000)

DiCarlo JJ, Zoccolan D, Rust NC DiCarlo JJ, Zoccolan D, Rust NC. How does the brain solve visual object recognition? Neuron. 2012;73(3):415-434. doi:10.1016/j.neuron.2012.01.010. Object recognition is the ability to assign labels (nouns) to particular objects, ranging from precise labels (identification) to course labels (categorization). 

Ventral visual stream The ventral visual stream has been parsed into distinct visual areas based on: anatomical connectivity patterns distinctive anatomical structure retinotopic mapping (Felleman, Van Essen, 1991)

Visual cortical areas All visual cortical areas share a six-layered structure and the inputs and outputs to each visual area share characteristic patterns of connectivity: ascending feedforward input is received in layer 4 ascending feedforward output originates in the upper layers descending feedback originates in the lower layers feedback is received in the upper and lower layers of the lower cortical area (Felleman, Van Essen, 1991)

The ventral stream cortical code The only known means of rapidly conveying information through the ventral pathway is via the spiking activity that travels along axons. The neuronal representation in a given cortical area is the spatiotemporal pattern of spikes produced by the set of pyramidal neurons that project out of that area.

Ventral stream also plays an important role in visual object recognition! http://www.cs.tau.ac.il /~wolf/OR/img/street_ annotated.jpg

Literature DiCarlo JJ, Zoccolan D, Rust NC. How does the brain solve visual object recognition? Neuron. 2012;73(3):415-434. doi:10.1016/j.neuron.2012.01.010.

Object recognition It is the activation in memory of a representation of a stimulus class from an image projected by an object to the retina. One three dimensional object can project an infinity of possible images onto the two dimensional retina.

Literature Biederman I. An Invitation to Cognitive Science: Visual cognition. The MIT Press.

The hippocampus and visual perception Amnesic patients with hippocampal damage exhibit significant impairments in the discrimination of simultaneously presented complex spatial scene stimuli.  The hippocampus plays a role in higher-order spatial perception. The hippocampus is critical for the representation of complex conjunctions of features that constitute spatial scenes.

Roles of the hippocampus are in: episodic memory (via mechanisms such as pattern separation and completion) other areas of cognition (perception, non-declarative memory)

Literature Lee ACH, Yeung L-K, Barense MD. The hippocampus and visual perception.Frontiers in Human Neuroscience. 2012;6:91. doi:10.3389/fnhum.2012.00091.

Hippocampus is also important in visual object recognition. http://www.memo rylossonline.com/ glossary/images/ hippocampus.jpg