Bayesian reasoning on qualitative descriptions from images and speech

Socher G, Sagerer G, Perona P (2000)
Image and Vision Computing 18(2: Special Issue): 155-172.

Journal Article | Published | English

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Abstract
Image understanding denotes not only the ability to extract specific, non-numerical information from images, but it implies also reasoning about the extracted information. We propose a qualitative representation for image understanding results, which is suitable for reasoning with Bayesian networks. Our qualitative representation is enhanced with probabilistic information to represent uncertainties and errors in the understanding of noisy sensory data. The probabilistic information is supplied to a Bayesian network in order to find the most plausible interpretation. We apply this approach for the integration of image and speech understanding in a scenario where we want to find objects in a visually observed scene which are verbally described by a human. Results demonstrate the performance of our approach. (C) 2000 Elsevier Science B.V. All rights reserved.
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Socher G, Sagerer G, Perona P. Bayesian reasoning on qualitative descriptions from images and speech. Image and Vision Computing. 2000;18(2: Special Issue):155-172.
Socher, G., Sagerer, G., & Perona, P. (2000). Bayesian reasoning on qualitative descriptions from images and speech. Image and Vision Computing, 18(2: Special Issue), 155-172.
Socher, G., Sagerer, G., and Perona, P. (2000). Bayesian reasoning on qualitative descriptions from images and speech. Image and Vision Computing 18, 155-172.
Socher, G., Sagerer, G., & Perona, P., 2000. Bayesian reasoning on qualitative descriptions from images and speech. Image and Vision Computing, 18(2: Special Issue), p 155-172.
G. Socher, G. Sagerer, and P. Perona, “Bayesian reasoning on qualitative descriptions from images and speech”, Image and Vision Computing, vol. 18, 2000, pp. 155-172.
Socher, G., Sagerer, G., Perona, P.: Bayesian reasoning on qualitative descriptions from images and speech. Image and Vision Computing. 18, 155-172 (2000).
Socher, Gudrun, Sagerer, Gerhard, and Perona, P. “Bayesian reasoning on qualitative descriptions from images and speech”. Image and Vision Computing 18.2: Special Issue (2000): 155-172.
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