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High confidence visual recognition of persons by a test of statistical independence

by John G. Daugman - IEEE TRANS. ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE , 1993
"... A method for rapid visual recognition of personal identity is described, based on the failure of a statistical test of independence. The most unique phenotypic feature visible in a person’s face is the detailed texture of each eye’s iris: An estimate of its statistical complexity in a sample of the ..."
Abstract - Cited by 621 (8 self) - Add to MetaCart
of the human population reveals variation corresponding to several hundred independent degrees-of-freedom. Morphogenetic randomness in the texture expressed phenotypically in the iris trabecular meshwork ensures that a test of statistical independence on two coded patterns originating from different eyes

Multiresolution grayscale and rotation invariant texture classification with local binary patterns

by Timo Ojala, Matti Pietikäinen, Topi Mäenpää - IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE , 2002
"... This paper presents a theoretically very simple, yet efficient, multiresolution approach to gray-scale and rotation invariant texture classification based on local binary patterns and nonparametric discrimination of sample and prototype distributions. The method is based on recognizing that certain ..."
Abstract - Cited by 1299 (39 self) - Add to MetaCart
that certain local binary patterns, termed "uniform," are fundamental properties of local image texture and their occurrence histogram is proven to be a very powerful texture feature. We derive a generalized gray-scale and rotation invariant operator presentation that allows for detecting the "

Approximate Statistical Tests for Comparing Supervised Classification Learning Algorithms

by Thomas G. Dietterich , 1998
"... This article reviews five approximate statistical tests for determining whether one learning algorithm outperforms another on a particular learning task. These tests are compared experimentally to determine their probability of incorrectly detecting a difference when no difference exists (type I err ..."
Abstract - Cited by 723 (8 self) - Add to MetaCart
error). Two widely used statistical tests are shown to have high probability of type I error in certain situations and should never be used: a test for the difference of two proportions and a paired-differences t test based on taking several random train-test splits. A third test, a paired

Active Appearance Models Revisited

by Iain Matthews, Simon Baker - International Journal of Computer Vision , 2003
"... Active Appearance Models (AAMs) and the closely related concepts of Morphable Models and Active Blobs are generative models of a certain visual phenomenon. Although linear in both shape and appearance, overall, AAMs are nonlinear parametric models in terms of the pixel intensities. Fitting an AAM to ..."
Abstract - Cited by 462 (39 self) - Add to MetaCart
Active Appearance Models (AAMs) and the closely related concepts of Morphable Models and Active Blobs are generative models of a certain visual phenomenon. Although linear in both shape and appearance, overall, AAMs are nonlinear parametric models in terms of the pixel intensities. Fitting an AAM

On the logarithm of the minimizing integrand for certain variational problems in two dimensions

by Murat Akman , John L Lewis , Andrew Vogel - Anal. Math. Phys
"... Abstract In this talk, I will discuss joint work with John Lewis and Andrew Vogel on minimizer of a certain variational problem. Namely, let u be a minimizer of the functional whose integrand is f (∇w), where w ∈ W 1,p (Ω) and ∇u(z) = 0 for z ∈ Ω. Then we show that log f (∇u) is a sub, super, or so ..."
Abstract - Cited by 3 (3 self) - Add to MetaCart
Abstract In this talk, I will discuss joint work with John Lewis and Andrew Vogel on minimizer of a certain variational problem. Namely, let u be a minimizer of the functional whose integrand is f (∇w), where w ∈ W 1,p (Ω) and ∇u(z) = 0 for z ∈ Ω. Then we show that log f (∇u) is a sub, super

Technological pedagogical content knowledge: A framework for integrating technology in teacher knowledge.

by M J Koehler , P Mishra - Teachers College Record, , 2006
"... Abstract This paper describes a framework for teacher knowledge for technology integration called technological pedagogical content knowledge (originally TPCK, now known as TPACK, or technology, pedagogy, and content knowledge). This framework builds on Lee Shulman's construct of pedagogical c ..."
Abstract - Cited by 420 (19 self) - Add to MetaCart
, potentials, affordances, and constraints that make them more suitable for certain tasks than others Social and contextual factors also complicate the relationships between teaching and technology. Social and institutional contexts are often unsupportive of teachers' efforts to integrate technology use

A model for Pavlovian learning: Variations in the effectiveness of conditioned but not of unconditioned stimuli

by John M. Pearce - Psychological Review , 1980
"... Several formal models of excitatory classical conditioning are reviewed. It is suggested that a central problem for all of them is the explanation of cases in which learning does not occur in spite of the fact that the conditioned stimulus is a signal for the reinforcer. We propose a new model that ..."
Abstract - Cited by 290 (11 self) - Add to MetaCart
that deals with this problem by specifying that certain procedures cause a conditioned stimulus (CS) to lose effectiveness; in particular, we argue that a CS will lose associability when its consequences are accurately predicted. In contrast to other current models, the effectiveness of the reinforcer

Radiative forcing and climate response

by J. Hansen, M. Sato, R. Ruedy - J. Geophys. Res , 1997
"... Abstract. We examine the sensitivity of a climate model to a wide range of radiative forcings, including changes of solar irradiance, atmospheric CO2, 03, CFCs, clouds, aerosols, surface •bedo, and a "ghost " forcing introduced at arbitrary heights, latitudes, longitudes, seasons, and time ..."
Abstract - Cited by 323 (4 self) - Add to MetaCart
magnitude measured in watts per square meter. The consistency of the response among different forcings is higher, within 20 % or better, for most of the globally distributed forcingsuspected of influencinglobal mean temperature in the past century, but exceptions occur for certain changes of ozone

The localization of knowledge and the mobility of engineers in regional networks

by Paul Almeida, Bruce Kogut - Management Science , 1999
"... Knowledge, once generated, spills only imperfectly among firms and nations. We positthat since institutions and labor networks vary by region, there should be regional variations in the localization of spillovers. We investigate the relationship between the mobility of major patent holders and the l ..."
Abstract - Cited by 295 (5 self) - Add to MetaCart
Knowledge, once generated, spills only imperfectly among firms and nations. We positthat since institutions and labor networks vary by region, there should be regional variations in the localization of spillovers. We investigate the relationship between the mobility of major patent holders

Graph-based visual saliency

by Jonathan Harel, Christof Koch, Pietro Perona - ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 19 , 2007
"... A new bottom-up visual saliency model, Graph-Based Visual Saliency (GBVS), is proposed. It consists of two steps: rst forming activation maps on certain feature channels, and then normalizing them in a way which highlights conspicuity and admits combination with other maps. The model is simple, and ..."
Abstract - Cited by 277 (6 self) - Add to MetaCart
A new bottom-up visual saliency model, Graph-Based Visual Saliency (GBVS), is proposed. It consists of two steps: rst forming activation maps on certain feature channels, and then normalizing them in a way which highlights conspicuity and admits combination with other maps. The model is simple
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