A Framelet Algorithm for Enhancing Video Stills
نویسندگان
چکیده
High-resolution image reconstruction refers to the problem of constructing a high resolution image from low resolution images. One approach for the problem is the recent framelet method in [4]. There the low resolution images are assumed to be small perturbation of a reference image perturbed in different directions. Video clips are made of many still frames, usually about 30 frames per second. Thus most of the frames can be considered as small perturbations of their nearby frames. In particular, frames close to a specified reference frame can be considered as small perturbations of the reference frame. Hence the setting is similar to that in high-resolution image reconstruction. In this paper, we propose a framelet algorithm similar to that in [4] to enhance the resolution of any specified reference frames in video clips. Experiments on actual video clips show that our method can provide information that are not discernable from the given clips.
منابع مشابه
A Framelet-based Algorithm for Video Enhancement
Video clips are made up of many still frames. Most of the times, the frames are small perturbations of their neighboring frames. Recently, we proposed a framelet-based algorithm to enhance the resolution of any frames in a video clip by solving it as a super-resolution image reconstruction problem. In this paper, we extend the algorithm to video enhancement, where we compose a high-resolution v...
متن کاملAn Adaptive Directional Haar Framelet-Based Reconstruction Algorithm for Parallel Magnetic Resonance Imaging
Parallel magnetic resonance imaging (pMRI) is a technique to accelerate the magnetic resonance imaging process. The problem of reconstructing an image from the collected pMRI data is ill-posed. Regularization is needed to make the problemwell-posed. In this paper, we first construct a 2-dimensional tight framelet system whose filters have the same support as the orthogonal Haar filters and are ...
متن کاملAlgorithm for constructing symmetric dual framelet filter banks
Dual wavelet frames and their associated dual framelet filter banks are often constructed using the oblique extension principle. In comparison with the construction of tight wavelet frames and tight framelet filter banks, it is indeed quite easy to obtain some particular examples of dual framelet filter banks with or without symmetry from any given pair of low-pass filters. However, such constr...
متن کاملA Framelet-Based Approach for Image Inpainting
In this paper, we present an image inpainting algorithm based on framelet analysis. The motivation for using framelets is that the redundancy provided by the framelets makes it possible to propagate the accurate information from the vicinity of the region to be inpainted to the inside of the region to be inpainted. This is done by small perturbations of the framelet coefficients via thresholdin...
متن کاملA Mathematical Framework for Deep Learning in Elastic Source Imaging
An inverse elastic source problem with sparse measurements is of concern. A generic mathematical framework is proposed which incorporates a lowdimensional manifold regularization in the conventional source reconstruction algorithms thereby enhancing their performance with sparse datasets. It is rigorously established that the proposed framework is equivalent to the so-called deep convolutional ...
متن کامل