Get video from a single motion-blurred image
Get video from a single motion-blurred image
Unfolding a blurred image
arXiv paper abstract https://arxiv.org/abs/2201.12010v1
arXiv PDF paper https://arxiv.org/pdf/2201.12010v1.pdf
... present a solution for the goal of extracting a video from a single motion blurred image to ... reconstruct the clear views of a scene ... beheld by the camera during ... exposure.
... first learn motion representation from sharp videos in an unsupervised manner through training of a convolutional recurrent video autoencoder network that performs ... video reconstruction.
Once trained, it is employed for guided training of a motion encoder for blurred images.
This network extracts embedded motion information from the blurred image to generate a sharp video
... also design an efficient architecture that enables real-time single image deblurring and outperforms competing methods across all factors: accuracy, speed, and compactness.
... on real scenes and standard datasets demonstrate the superiority of ... framework over the state-of-the-art and its ability to generate ... temporally consistent sharp frames.
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