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We propose a fast and automatic inpainting technique that works under many challenging conditions such as moving camera, dynamic scenes or long occlusion.By using optical flow in many stages of the algorithm, our method has the capability of preserving the spatio-temporal coherency as well as reconstructing moving objects within a long temporal occlusion. It compares favorably with previous works while radically reducing the computation time.