Name
Abstract | ||
|---|---|---|
In this paper, we focus on the restoration of an image in mosaic active imaging. This emerging imaging technique consists in acquiring a mosaic of images (laser shots) by focusing a laser beam on a small portion of the target object and subsequently moving it to scan the whole field of view. To restore the whole image from such a mosaic, a prior work proposed a simplified forward model describing the acquisition process. It also provides a prior on the acquisition parameters. Together with a prior on the distribution of images, this leads to a MAP estimate alternating between the estimation of the restored image and the estimation of these parameters. The novelty of the current paper is twofold: (i) We provide a numerical study and argue that faster convergence can be achieved for estimating the acquisition parameters; (ii) we show that the results from this earlier work are improved when the laser shots are acquired according to a more compact pattern. |
Year | DOI | Venue |
|---|---|---|
2014 | 10.1109/ICIP.2014.7025345 | Image Processing |
Keywords | Field | DocType |
image restoration,image segmentation,maximum likelihood estimation,numerical analysis,optimisation,parameter estimation,MAP estimation,acquisition parameter processing,image restoration,laser beam focusing,laser shot,mosaic active imaging,numerical study,optimization problem,parameter estimation,simplified forward model,active imaging,differentiable optimization,graph cuts,image reconstruction,laser imaging | Iterative reconstruction,Cut,Convergence (routing),Field of view,Computer vision,Computer science,Laser,Artificial intelligence,Maximum a posteriori estimation,Image restoration,Optimization problem | Conference |
ISSN | Citations | PageRank |
1522-4880 | 0 | 0.34 |
References | Authors | |
5 | 4 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Nicolas Lerme | 1 | 0 | 0.34 |
| François Malgouyres | 2 | 20 | 4.41 |
| Emmanuelle Thouin | 3 | 0 | 0.34 |
| Dominique Hamoir | 4 | 0 | 0.34 |