Cylindrical Projection for Panoramas
Implement cylindrical projection for 360° panorama stitching, a crucial step in image alignment and stitching that enables the creation of seamless panoramic images. This process involves mapping image coordinates to a cylinder, allowing for efficient stitching of multiple images.
The cylindrical projection is a geometric transformation that maps 2D image coordinates to a cylindrical surface, which is essential for 360° panorama stitching. The projection equations are given by x′=f⋅arctan(fx−cx) and y′=f⋅(x−cx)2+f2y−cy, where f is the focal length and (cx,cy) is the image center.
Here are the steps to achieve this projection:
- Define the input image coordinates (x,y) and the focal length f.
- Calculate the image center (cx,cy).
- Apply the cylindrical projection equations to obtain the projected coordinates (x′,y′).
This technique is widely used in virtual reality and computer vision applications.
Example:
image = 1000×1000 image focal_length = 500
Cylindrically warped image (curved edges)
Each pixel (x, y) maps to (x', y') on cylinder. Center pixels barely move, edges curve significantly. The projection removes perspective distortion.
Constraints:
- image: Input image (H, W)
- focal_length: Camera focal length in pixels
- Return: Cylindrically projected image