Describing Objects by their Attributes - Semantic Scholar
Describing Objects by their Attributes
Ali Farhadi, Ian Endres, Derek Hoiem, David Forsyth
Presenters: Thomas Provan Rencheng Tan
Problem
Naming is not very informative, especially in failure states.
Recognition of new objects with few or no visual examples is difficult.
Motivation
Shifting the goal of recognition from naming to describing.
Report unusual aspects of a familiar object. Describing can say something about an
image, even if we cannot identify it.
Motivation
System
D. Hoiem, 2009
Features
Strategy: cover our bases
? Spatial pyramid histograms of quantized
? Color and texture for materials ? Histograms of gradients (HOG) for parts ? Canny edges for shape
D. Hoiem, 2009
Semantic Attributes
Discriminative Attributes
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