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Algorithm based on MAP Super-Resolution Reconstruction of Image Technology master' s thesis paper introduces the theory of super-resolution reconstruction of the foundation and the mathematical model, based on Kalman filtering image sequences motion estimation and MAP-based super-resolution reconstruction of the specific process.