Image warping
Image warping is the process of digitally manipulating an image such that any shapes portrayed in the image have been significantly distorted. Warping may be used for correcting image distortion as well as for creative purposes. The same techniques are equally applicable to video.
While an image can be transformed in various ways, pure warping means that points are mapped to points without changing the colors. This can be based mathematically on any function from the plane to the plane. If the function is injective the original can be reconstructed. If the function is a bijection any image can be inversely transformed.
Some methods are:
- Images may be distorted through simulation of optical aberrations.
- Images may be viewed as if they had been projected onto a curved or mirrored surface.
- Images can be partitioned into image polygons and each polygon distorted.
- Images can be distorted using morphing.
To work out what kind of warping has taken place between consecutive images, one can use optical flow estimation techniques.
Image warping toolbox
ImWIPis an open-source, image warping tool for modeling deformation and motion in digital images, which contains differentiable image warping operators, together with their exact adjoints and derivatives.