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Convolutional Prototype Network for Open Set Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2020Despite the success of convolutional neural network (CNN) in conventional closed-set recognition (CSR), it still lacks robustness for dealing with unknowns (those out of known classes) in open environment.
Hong-Ming Yang +4 more
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Prototype Rectification for Few-Shot Learning
European Conference on Computer Vision, 2019Few-shot learning requires to recognize novel classes with scarce labeled data. Prototypical network is useful in existing researches, however, training on narrow-size distribution of scarce data usually tends to get biased prototypes.
Jinlu Liu, Liang Song, Yongqiang Qin
semanticscholar +1 more source
Advanced Prototyping With Parametric Prototypes
2007The “Parametric Prototype” has been developed as a tool for integrated parametric and physical shape representation to optimize styling and design. This tool will be applied in the early phases of the product development process at an appropriate level of detail, e.g. for the fast visualization of car parameters and proportions of the exterior car body.
Reiner Anderl, K. Mecke, L. Klug
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Prototypes and Prototype Rules
2019Prototype effects “permeate the very structure of language itself.” This is correct, but the notion of prototype is too often understood as a vaguely defined continuum, made up of “central” and “marginal” members, without criteria allowing the precise identification of the so-called degrees of prototypicality.
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2018
One of the most significant challenges faced by businessmen and entrepreneurs is to decipher which innovation or business ideas are worth developing and which ones they must discard. As it is generally recognized, the problem is not to have new ideas but to discover in which it is worth investing time and money. The recommended mechanism is to test the
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One of the most significant challenges faced by businessmen and entrepreneurs is to decipher which innovation or business ideas are worth developing and which ones they must discard. As it is generally recognized, the problem is not to have new ideas but to discover in which it is worth investing time and money. The recommended mechanism is to test the
openaire +2 more sources
Prototype P3.1: Optical Probe Prototype
2014Prototype P3.1: Optical Probe Prototype.
Lourenço, Nuno +2 more
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Emotion knowledge: further exploration of a prototype approach.
Journal of Personality and Social Psychology, 1987P. Shaver +3 more
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