Binary Arithmetic Coding System with Adaptive Probability Estimation by “Virtual Sliding Window” презентация




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Binary Arithmetic Coding System with Adaptive Probability Estimation by “Virtual Sliding Window” Eugeniy Belyaev Marat Gilmutdinov Andrey Turlikov


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Arithmetic Coding with Context Modeling

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Sliding Window (Main Properties) W last processed symbols are used for probability estimation Buffer with W cells is used for keeping W last processed symbols. W is window length Frequencies of symbols are calculated basing on buffer content

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Work of Encoder with Sliding Window Adaptation (Binary Case)

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Work of Encoder with Sliding Window Adaptation (Binary Case)

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Main Disadvantage of Sliding Window Method Using large size additional memory required for buffer of sliding window Necessity to store individual buffers with W cells for each context model Frequent context model changing is critical for memory cache Critical for DSP application

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Chronology of Sliding Window Analysis

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Imaginary Sliding Window (Main Properties) Using Randomized Finite State Machine with (W+1) states Method does not require to store buffer for previously processed data Random variable is used to estimate value of symbol xt-w removed from the sliding window

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ISW (Main Algorithm) Step 1 and Step 2 are similar to classical sliding window algorithm (exception: ISW uses evaluation of St for probability estimation) Step 3: Modification of St evaluation.

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Features of ISW Advantage Avoiding buffer usage Disadvantage Using generator of random values, synchronized on the encoder and decoder sizes

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Avoiding Random Variable Usage

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Integer Implementation of Virtual Sliding Window (VSW)

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Advantages of VSW Virtual Sliding window method avoids buffer storage in memory; generation of random values; float-point operations with St calculation

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Using VSW in H.264 Standard

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Bitrate Savings for some Testing Video Sequences (in percent)


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