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Dear Fellow Scholars, this is Two Minute Papers with Dr. Károly Zsolnai-Fehér. Have you ever had a moment where you took the perfect photo, but upon closer inspection, there was this one annoying thing that ruined the whole picture? Well, why not just take a learning algorithm to erase those cracks in the facade of a building, or a photobombing sheep? Or, to even reimagine ourselves with different eye colors, we can try one of the many research works that are capable of something that we call image inpainting. What you see here is the legendary PatchMatch algorithm at work, which, believe it or not, is a handcrafted technique from more than 10 years ago. Later, scientists at NVIDIA published a more modern inpainter that uses a learning-based algorithm to do this more reliably, and for a greater variety of images. These all work really well, but the common denominator for these techniques is that they all work on inpainting still images. Would this be a possibility for video? Like, rem...