Model-based error concealment for wireless video
We introduce model-based schemes for error concealment of networked video. We build appearance models for specific objects in the scene and use these models to replenish any lost information. Due to the models being designed specifically for the object, they are able to capture the statistical varia...
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Veröffentlicht in: | IEEE transactions on circuits and systems for video technology 2002-06, Vol.12 (6), p.483-495 |
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description | We introduce model-based schemes for error concealment of networked video. We build appearance models for specific objects in the scene and use these models to replenish any lost information. Due to the models being designed specifically for the object, they are able to capture the statistical variations in the object appearance more effectively, thereby leading to better error-concealment performance. We examine statistical modeling techniques from the literature and introduce a new efficient and accurate linear model for data representation, called the mixture of principal components (MPC), and use these models for error concealment. We simulate lossy network conditions and show that these model-based concealment schemes outperform traditional concealment schemes across a variety of loss probabilities and bit rates for the coded video. |
doi_str_mv | 10.1109/TCSVT.2002.800318 |
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We build appearance models for specific objects in the scene and use these models to replenish any lost information. Due to the models being designed specifically for the object, they are able to capture the statistical variations in the object appearance more effectively, thereby leading to better error-concealment performance. We examine statistical modeling techniques from the literature and introduce a new efficient and accurate linear model for data representation, called the mixture of principal components (MPC), and use these models for error concealment. We simulate lossy network conditions and show that these model-based concealment schemes outperform traditional concealment schemes across a variety of loss probabilities and bit rates for the coded video.</description><subject>Applied sciences</subject><subject>Bit rate</subject><subject>Circuits</subject><subject>Computer errors</subject><subject>Computer simulation</subject><subject>Construction</subject><subject>Construction specifications</subject><subject>Decoding</subject><subject>Errors</subject><subject>Exact sciences and technology</subject><subject>Image processing</subject><subject>Information, signal and communications theory</subject><subject>Interpolation</subject><subject>Layout</subject><subject>Networks</subject><subject>Representations</subject><subject>Resilience</subject><subject>Signal processing</subject><subject>Sun</subject><subject>Systems, networks and services of telecommunications</subject><subject>Telecommunications</subject><subject>Telecommunications and information theory</subject><subject>Testing</subject><subject>Training data</subject><subject>Transmission and modulation (techniques and equipments)</subject><subject>Video compression</subject><issn>1051-8215</issn><issn>1558-2205</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2002</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNqFkc1Lw0AQxYMoWKt_gHgpgnpKndmP7uYoxS-oeLB6XTa7E0hJk7rbKv73JqageNDTzMDvPebxkuQYYYwI2eV8-vQyHzMANtYAHPVOMkApdcoYyN12B4mpZij3k4MYFwAotFCDBB4aT1Wa20h-RCE0YeSa2pGtllSvR0V7v5eBKopx9FZ6ag6TvcJWkY62c5g831zPp3fp7PH2fno1S51AsU7RohP5RHuaWKul5EJbIb1EsCJzKuO58OQsz7zKcidlwRnPvQKvmHIoFR8mF73vKjSvG4prsyyjo6qyNTWbaDJocyrAjjz_k2SaS64Z_x9UDARXnePpL3DRbELdxjXZJBOaK8QWwh5yoYkxUGFWoVza8GEQTNeJ-erEdJ2YvpNWc7Y1ttHZqgi2dmX8FnIlYQLdAyc9VxLRD1_kWgr-Cc5Nkos</recordid><startdate>20020601</startdate><enddate>20020601</enddate><creator>Turaga, D.S.</creator><creator>Tsuhan Chen</creator><general>IEEE</general><general>Institute of Electrical and Electronics Engineers</general><general>The Institute of Electrical and Electronics Engineers, Inc. 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We build appearance models for specific objects in the scene and use these models to replenish any lost information. Due to the models being designed specifically for the object, they are able to capture the statistical variations in the object appearance more effectively, thereby leading to better error-concealment performance. We examine statistical modeling techniques from the literature and introduce a new efficient and accurate linear model for data representation, called the mixture of principal components (MPC), and use these models for error concealment. We simulate lossy network conditions and show that these model-based concealment schemes outperform traditional concealment schemes across a variety of loss probabilities and bit rates for the coded video.</abstract><cop>New York, NY</cop><pub>IEEE</pub><doi>10.1109/TCSVT.2002.800318</doi><tpages>13</tpages></addata></record> |
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subjects | Applied sciences Bit rate Circuits Computer errors Computer simulation Construction Construction specifications Decoding Errors Exact sciences and technology Image processing Information, signal and communications theory Interpolation Layout Networks Representations Resilience Signal processing Sun Systems, networks and services of telecommunications Telecommunications Telecommunications and information theory Testing Training data Transmission and modulation (techniques and equipments) Video compression |
title | Model-based error concealment for wireless video |
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