Recognition by Linear Combinations of Models
IEEE Transactions on Pattern Analysis and Machine Intelligence - Special issue on interpretation of 3-D scenes—part I
The nature of statistical learning theory
The nature of statistical learning theory
Image-based object recognition in man, monkey and machine
Object recognition in man, monkey, and machine
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In 3-D object recognition in human, the recognition performance across viewpoint changes is divided into 2 types: viewpoint-dependent and viewpoint-invariant. We analyzed the viewpoint dependency of objects under the theory of image-based object representation in human brain (Poggio & Edelman 1990, Tarr 1995) using Support Vector Machines (Vapnik 1995). We suggest from such computational approach that the features of object images between different viewpoints are major factors for human performance in 3-D object recognition.