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Convert a blurry image to a sharp video using a continuous intensity function with E-CIR

Convert a blurry image to a sharp video using a continuous intensity function with E-CIR


E-CIR: Event-Enhanced Continuous Intensity Recovery




A camera ... sense light ... During the exposure ... motion between the scene and the camera causes motion blur


... presents E-CIR, which converts a blurry image into a sharp video represented as a parametric function from time to intensity.


E-CIR leverages events as an auxiliary input. ... discuss how to exploit the temporal event structure to construct the parametric bases.


... demonstrate how to train a deep learning model to predict the function coefficients.


To improve the appearance consistency, ... further introduce a refinement module to propagate visual features among consecutive frames.


Compared to state-of-the-art event-enhanced deblurring approaches, E-CIR generates smoother and more realistic results. ...



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