A Study on Training Methods of FoE Model

Liang Liu · Computer Technology and Development · 2010

FoE model is a new MRF model demonstrated by Roth et al in 2005.This model has attracted a lot of attention by its excellent performance.In this paper,described FoE model and its training progress,present image denoise experiment results with student-t expert and charbonnier expert under several training settings.To solve the time consuming training problem of FoE model,an improved batch training method is proposed.Through increasing batch number step by step,this mothed split the training progress of FoE model into 4 stages.Practical example of image denoise shows that the proposed method can effectively reduce approximate 50% training time of FoE model at the same acquire similar training result.

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