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Explore Cavanagh's model and its implications for object recognition through art. Discover how art can inform neurobiological evidence and memory in recognizing objects. Learn about the key factors such as shadows, lighting, and 2D templates that influence human object recognition processes. Uncover the differences between Marr's model and Cavanagh's model in visual processing.
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cavanagh's pseudorealism Jan 23 - David Thompson
(Outline) 1. Marr's Model 2. Cavanagh's Model 3. What more can artists tell us about vision?
the Marr vision model input image
the Marr vision model primal sketch
the Marr vision model 2.5-D sketch
the Marr vision model 3D model
the Marr vision model Object object-centric coordinates 3D model 2½D sketch viewer-centric coordinates primal sketch stimulus
the Marr vision model recognition with object-centric 3D models Object object-centric coordinates 3D model 2½D sketch viewer-centric coordinates primal sketch bottom-up reconstruction of shape from image features stimulus
Geons (Biederman '87)
“attached shadow” contour hair (not shadow!) “cast shadow” contour inferred external contours
Cavanagh's claim A. Finding 3D structure in two-tone images requires distinguishing cast shadows, attached shadows, and areas of low reflectivity B. The images do not contain this information a priori D. Therefore, our recognition process must involve matching viewpoint-specific 2D templates
What else can art tell us about object recognition? Cavanagh's model
What else can art tell us about object recognition? Cavanagh's model neurobiological evidence! (Logothetis '95)
What else can art tell us about object recognition? Cavanagh's model memory basic recognition with 2D primitives 3D shape 2D shape top-down feedback stimulus
take-home lessons? Human object recognition uses shortcuts, not complete physical models - local lighting - simplified reflections At least some of our processing happens through “simple vision” - viewer-centric 2D template matching - simple 3D memory provides top-down feedback
Two models of Human visual processing Marr's model (circa 1980) Cavanagh's model (circa 1990) object recognition by matching 3D models Object basic recognition with 2D primitives memory 3D model 3D shape 2½D sketch 2D shape feedback primal sketch reconstruction of shape from image features stimulus stimulus