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Mean Squared Error : Love It or Leave It ?. Why do we love the MSE ? It is simple. It has a clear physical meaning. The MSE is an excellent metric in.

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Presentation on theme: "Mean Squared Error : Love It or Leave It ?. Why do we love the MSE ? It is simple. It has a clear physical meaning. The MSE is an excellent metric in."— Presentation transcript:

1 Mean Squared Error : Love It or Leave It ?

2 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.

3 What’s wrong with MSE ?

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6 What are the alternatives ? Structural similarity SSIM CW-SSIM

7 Visual information fidelity

8 From images to videos From visual to audio signals Optimization

9 Image restoration Signal with linear blur and additive noise Minimizes the MSE Maximizes the statistical version of the SSIM index

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11 Pattern recognition


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