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We propose a new method, Speckle Flow SIM, to super-resolve every frame of a dynamic scene from a sequence of diffraction-limited images at different acquisition timepoints. Speckle Flow SIM uses a fixed speckle-structured illumination to encode the super-resolved information into measurements and a neural space-time model to exploit the temporal redundancy for the dynamic scene reconstruction. We built a simple, inexpensive setup for Speckle Flow SIM and experimentally demonstrated 1.88× super-resolution for a dynamic scene.
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