A learning-based method for image super-resolution from zoomed observations

@article{Joshi2005ALM,
  title={A learning-based method for image super-resolution from zoomed observations},
  author={Manjunath V. Joshi and Subhasis Chaudhuri and Rajkiran Panuganti},
  journal={IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics)},
  year={2005},
  volume={35},
  pages={527-537}
}
We propose a technique for super-resolution imaging of a scene from observations at different camera zooms. Given a sequence of images with different zoom factors of a static scene, we obtain a picture of the entire scene at a resolution corresponding to the most zoomed observation. The high-resolution image is modeled through appropriate parameterization, and the parameters are learned from the most zoomed observation. Assuming a homogeneity of the high-resolution field, the learned model is… CONTINUE READING

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