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CS790 Presentation Andrew Eggebeen 5/6/2015
Depth Perception CS790 Presentation Andrew Eggebeen 5/6/2015
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Depth perception “Cognitive processes that lead to the inference of the third dimension from 2D retinal images” [1] Multiple cues are perceived Depth can be perceived incorrectly Relevance to Computer Science More realistic 3-D graphics More efficient vision systems Visual prosthesis (bionic eye)
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Depth cues Monocular cues Binocular cues Oculomotor cues
Gathered from one eye (one image) Used to perceive depth from a ‘flat’ image (photo, computer screen, etc.) Makes vision system robust Not entirely impaired if one eye is closed, covered, or damaged Binocular cues Gathered from both eyes (two images) Used in Virtual Reality headsets Gives more information about depth (different info from both eyes) Oculomotor cues Physical (non-visual) feedback
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Motion parallax During lateral motion, closer objects move across field of view more rapidly than distant objects Used in 2-D side-scrolling computer games to give feeling of depth Still used in 3-D graphics Pigeons bob their heads perceive depth from parallax
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Size Relative size Familiar size Useful effect for films
For objects of the same size, distant objects will appear smaller and closer objects will appear larger Familiar size ‘Known’ size of an object suggests how distant it is Useful effect for films Can create illusion of object size Can create illusion of object distance
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Perspective Linear perspective
Parallel lines converge at vanishing points Significant depth cue used in 3-D graphics Aerial perspective (atmospheric perspective) Contrast of distant features decreases Moisture in atmosphere scatters light and veils distant features Popular effect in paintings/artwork
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Muller Lyer illusion Are the center lines the same length? Explanation
Yes Explanation Angles on left suggest a ‘protruding’ (closer) feature, angles on right suggest a ‘receding’ (more distant) feature A ‘close’ line and a ‘far’ line with the same length are perceived as shorter and longer, respectively People from different cultures perceive this illusion to varying degrees [2]
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Ames room illusion Are these people the same size? Explanation Yes
Room is not actually square People appear to be the same distance from viewer, but one is closer Size suggests closer person is much larger than distant person
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Lighting and shading Surfaces facing light sources are more well lit, surfaces facing away from light sources are less well lit Visual system assumes that “light is shining from above” [3] Visual system assumes that “there is only one light source illuminating the entire visual image” [3] Another significant depth cue in 3-D graphics
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Image from [3]
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Defocus blur Vision system has limited depth of focus
Objects at focused distance are clear, others are blurry Popular effect in photography Jumping spiders use defocus blur for depth perception But only with certain wavelengths of light “When using just green light to illuminate prey, the spiders were always accurate in their strikes, just like in full spectrum light. However, when green light was excluded and red light exclusively was used to illuminate prey, the spiders attacks on prey were typically short.” [5]
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“Estimating Spatially Varying Defocus Blur From A Single Image” [5]
Xiang Zhu, Member, IEEE, Scott Cohen, Member, IEEE, Stephen Schiller, Member, IEEE, and Peyman Milanfar, Fellow, IEEE December 2013 Algorithm analyzes defocus blur in an image Can be used to segment foreground image from background Image from [5]
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Binocular disparity Difference in images received by each eye
Disparity is more significant for closer objects Less effective at long distances Less disparity of distant objects Correspondence problem How to merge the two images into a single image? Virtual reality headsets (e.g. Oculus Rift) project offset images onto each eye
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Autostereogram Converging eyes behind image overlaps patterns
Patterns repeating across smaller distances appear closer Patterns repeating across larger distances appear farther Same pattern appear flat Sailboat
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Stereoscopic images Displays two images on the same surface
Viewer wears glasses to separate images Anaglyph Red/blue images are superimposed Red/blue lenses separate images Polarized Images are projected with polarized light Polarizes lenses separate images Eclipse Images are displayed alternately Active lenses shutter correspondingly to separate images Stereoblindness - inability to perceive 3D from stereo vision 5% - 10% of the population is stereoblind In 2012, a man unexpectedly overcame stereoblindness while watching a 3D film. “It was just literally like a whole new dimension of sight.” [6]
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Accommodation Ciliary body
Part of eye which changes lens shape to focus image Feedback from eye muscles suggests how near or far image in focus is Lens shape correlates with distance Works with convergence Accommodation vs Defocus blur Defocus blur is a visual cue Accommodation is an oculomotor cue
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Convergence Eyes move inward (converge) to focus on closer objects
Amount of convergence suggest how close object is Only useful at very close distances Less convergence change at further distances Convergence vs Binocular disparity Binocular disparity is a visual cue Convergence is an oculomotor cue
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Predators and prey Predators Prey Forward facing eyes
More stereo vision, less monocular vision Narrower field of view More focus on target Prey Side facing eyes Less stereo vision, more monocular vision Larger field of view Wider range of threat detection
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Prey Predator Peregrine falcons [7]
Use monocular vision to see sideways Fly lateral to prey to surveil with side view Use binocular vision to see forward Dive at prey using front view
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References [1] L. Renier et al, “Cross-modal activation of visual cortex during depth perception using auditory substitution of vision”, March 2005, NeuroImage 26 [2] Cultural Differences in the Perception of Geometric Illusions, M. Segall et al, February 1963, Science, New Series, Vol. 139, No [3] On the Perception of Shape from Shading, D. Kleffner and V.S. Ramachandran, 1992, Perception & Psychophysics, Vol. 52 (1) [4] Referenced: 5/3/2015 [5] Estimating Spatially Varying Defocus Blur From A Single Image, X. Zhu et al, December 2013, IEEE Transactions on Image Processing, Vol. 22, No. 12 [6] Referenced: 5/4/2015 [7] Peregrine Falcons: Stories of the Blue Meanie, J. H. Enderson, March 2005, University of Texas Press
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