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Learning And Measuring Perceptual Similarity

by Edward Chang Electrical, Edward Chang , 2001
"... For almost a decade, Content-Based Information Retrieval has been an active research area, yet two fundamental problems remain largely unsolved: how best to learn users' query concepts, and how to measure perceptual similarity. To learn subjective query concepts, most systems use relevance feed ..."
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For almost a decade, Content-Based Information Retrieval has been an active research area, yet two fundamental problems remain largely unsolved: how best to learn users' query concepts, and how to measure perceptual similarity. To learn subjective query concepts, most systems use relevance

Image Retrieval and Perceptual Similarity

by Dirk Neumann, Karl R. Gegenfurtner, Justus Liebig - ACM Transactions on Applied Perception , 2006
"... Simple, low-level visual features are extensively used for content-based image retrieval. Our goal was to evaluate an image-indexing system based on some of the known properties of the early stages of human vision. We quantitatively measured the relationship between the similarity order induced by t ..."
Abstract - Cited by 6 (1 self) - Add to MetaCart
for perceptual image similarity. The methods presented here can be used to evaluate and compare different image-retrieval systems.

Perceptual similarity in autism.

by Lewis Bott , Jon Brock , Noellie Brockdorff , Jill Boucher , Koen Lamberts - The Quarterly Journal of Experimental Psychology, , 2006
"... ..."
Abstract - Cited by 6 (0 self) - Add to MetaCart
Abstract not found

Audio Retrieval Based on Perceptual Similarity

by Teng Zhang, Ji Wu, Dingding Wang, Tao Li
"... Abstract—Given a short query audio clip, the goal of audio retrieval is to automatically fetch all similar clips from a given audio database. Different from traditional audio similarity which is mainly based on priori knowledge of objective reality, this paper proposes to use a more subjective metho ..."
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method to measure the perceptual similarity between audio clips. These perceptual features focus on users ’ personal experience, which can be very helpful for audio retrieval across different databases. In addition, indexing and audio matching methods are introduced to speed up the retrieval process

A PERCEPTUAL SIMILARITY SPACE FOR LANGUAGES

by Ann Bradlow, Rajka Smiljanic
"... The goal of the present study was to devise a means of representing languages in a perceptual similarity space based on their overall sound structures. In Experiment 1, native English listeners performed a free classification task in which they grouped 17 diverse languages based on their sound simil ..."
Abstract - Cited by 1 (1 self) - Add to MetaCart
The goal of the present study was to devise a means of representing languages in a perceptual similarity space based on their overall sound structures. In Experiment 1, native English listeners performed a free classification task in which they grouped 17 diverse languages based on their sound

On the evaluation of perceptual similarity measures for music

by Elias Pampalk, Simon Dixon, Gerhard Widmer - In Proceedings of the International Conference on Digital Audio Effects (DAFx-03 , 2003
"... Several applications in the field of content-based interaction with music repositories rely on measures which estimate the perceived similarity of music. These applications include automatic genre recognition, playlist generation, and recommender systems. In this paper we study methods to evaluate t ..."
Abstract - Cited by 44 (9 self) - Add to MetaCart
Several applications in the field of content-based interaction with music repositories rely on measures which estimate the perceived similarity of music. These applications include automatic genre recognition, playlist generation, and recommender systems. In this paper we study methods to evaluate

Predicting odor perceptual similarity from odor structure

by Kobi Snitz, Adi Yablonka, Tali Weiss, Idan Frumin, Rehan M. Khan, Noam Sobel - PLoS Comput. Biol. 2013
"... To understand the brain mechanisms of olfaction we must understand the rules that govern the link between odorant structure and odorant perception. Natural odors are in fact mixtures made of many molecules, and there is currently no method to look at the molecular structure of such odorant-mixtures ..."
Abstract - Cited by 6 (0 self) - Add to MetaCart
-mixtures and predict their smell. In three separate experiments, we asked 139 subjects to rate the pairwise perceptual similarity of 64 odorant-mixtures ranging in size from 4 to 43 mono-molecular components. We then tested alternative models to link odorant-mixture structure to odorant-mixture perceptual similarity

Perceptual Similarity Metrics for Retrieval of Natural Textures

by Jana Zujovic, David L. Neuhoff
"... Abstract—We investigate perceptual similarity metrics for the content-based retrieval of natural textures. The goal is to find perceptually similar textures that may have significant differences on a point-by-point basis. The evaluation of such metrics typically requires extensive and cumbersome sub ..."
Abstract - Cited by 5 (1 self) - Add to MetaCart
Abstract—We investigate perceptual similarity metrics for the content-based retrieval of natural textures. The goal is to find perceptually similar textures that may have significant differences on a point-by-point basis. The evaluation of such metrics typically requires extensive and cumbersome

The influence of height and key on the perceptual similarity of transposed melodies

by René Van Egmond, Dirk-jan Povel, Eric Maris - Perception & Psychophysics , 1996
"... In two experiments, the perceptual similarity between a strong tonal melody and various transpositions was investigated using a paradigm in which listeners compared the perceptual similarity of a melody and its transposition with that of the same melody and another transposition. The paradigm has th ..."
Abstract - Cited by 3 (0 self) - Add to MetaCart
In two experiments, the perceptual similarity between a strong tonal melody and various transpositions was investigated using a paradigm in which listeners compared the perceptual similarity of a melody and its transposition with that of the same melody and another transposition. The paradigm has

Attention, similarity, and the identification-Categorization Relationship

by Robert M. Nosofsky , 1986
"... A unified quantitative approach to modeling subjects ' identification and categorization of multidimensional perceptual stimuli is proposed and tested. Two subjects identified and categorized the same set of perceptually confusable stimuli varying on separable dimensions. The identification dat ..."
Abstract - Cited by 690 (28 self) - Add to MetaCart
), assumes that subjects store category exemplars in memory. Classification decisions are based on the similarity of stimuli to the stored exemplars. It is assumed that the same multidimensional perceptual representation underlies performance in both the identification and Categorization paradigms. However
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