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DMDN: Degradation model-based deep network for multi-focus image fusion 1 Introduction 1 Related work 2 Traditional MFIF methods 2 Deep learning-based MFIF methods 2 Proposed method 3 Degradation mathematical model for MFIF 3 Framework 3 Training data preparation 3 Strategy of random concatenate input order 4 Loss function 4 Implementation 4 Network structure 4 Training details 5 Experimental results 5 Objective comparison 5 Subjective comparison 6 Comparison on our dataset 6 Computational time 10 Further analysis 10 Network structure 10 Loss functions 11 Color channels 11 Random concatenate input order 11 Fusion for more than two images 12 Conclusion 13 CRediT authorship contribution statement 13 Declaration of competing interest 13 Acknowledgments 13 Appendix A. Supplementary data 13 References 13

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nonfiction