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Mean Squared Error : Love It or Leave It ?
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Why do we love the MSE ? It is simple. It has a clear physical meaning. The MSE is an excellent metric in the context of optimization. The MSE is a desirable measure in the statistic and estimation framework.
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What’s wrong with MSE ?
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What are the alternatives ? Structural similarity SSIM CW-SSIM
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Visual information fidelity
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From images to videos From visual to audio signals Optimization
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Image restoration Signal with linear blur and additive noise Minimizes the MSE Maximizes the statistical version of the SSIM index
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Pattern recognition
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