A quick and easy to use library for reprojecting various image types
Project description
SphereSnap
A quick and easy to use library for reprojecting various image types. (inspired by http://paulbourke.net/panorama/sphere2persp/ ).
The module will use CuPy if detected for accelerating computation. The library can be use simply for reprojecting from one format to another but
also for more sophisticated usecases of manipulating parts of the image or polygons.
Examples and usecases
Reprojecting equirectangular image into pinhole-camera images with customizable FoV and resolution
Create equirectangular image using cubemap faces
Create fisheye images from equirectangular or cubemap images
Create top view images from equirectangular/fisheye/planar images
Correct radially distorted images
How to use it
Module sphere_snap.reprojections contains easy to use functions for simple situations:
- equi2cubemap
- cubemap2equi
- cubemap2fisheye
- equi2fisheye
- fisheye2equi
- equi2tv
For more complex situtation SphereSnaper can be used which is more flexible
import sphere_snap.utils as snap_utils
import sphere_snap.sphere_coor_projections as sphere_proj
from sphere_snap.snap_config import SnapConfig, ImageProjectionType
from sphere_snap.sphere_snap import SphereSnap
import sphere_snap.reprojections as rpr
Snap to perspective from equirectangular
snap_config = SnapConfig( [0,0,0,1], (1400,1400),(120,120), equi_photo.shape[:2], source_img_type=ImageProjectionType.EQUI)
snap_test = SphereSnap(snap_config)
persp_img = snap_test.snap_to_perspective(equi_photo)
Reproject equirectangular into 6 planar images of 90 degrees FoV (Cubemap)
def get_cube_map_faces(face_size=1440, source_img_hw=(2000,4000), source_img_type=ImageProjectionType.EQUI):
snap_configs = [SnapConfig( rot(90*i,0), (face_size,face_size),(90,90), source_img_hw, source_img_type=source_img_type)
for i in range(4)]
# top
snap_configs.append(SnapConfig( rot(0,90), (face_size,face_size),(90,90), source_img_hw, source_img_type=source_img_type))
# bottom
snap_configs.append(SnapConfig( rot(0,-90), (face_size,face_size),(90,90), source_img_hw, source_img_type=source_img_type))
return snap_configs
cube_configs = get_cube_map_faces(face_size=1440, source_img_hw=equi_img.shape[:2])
cube_faces_snaps = [SphereSnap(c) for c in cube_configs]
cumbe_faces_imgs = [snap.snap_to_perspective(equi_img) for snap in cube_faces_snaps]
or
cube_faces_imgs = rpr.equi2cubemap(equi_img)
Reproject a planar image into equirectangular
reconstructed_equi = SphereSnap.merge_multiple_snaps((1000,2000),
cube_faces_snaps, # snap object specifies destination position
cumbe_faces_imgs[::-1], # snap image contains planar image pixels
target_type=ImageProjectionType.EQUI, # destination image type
merge_method="max")
Reproject a planar image into fisheye 180
reconstructed_fisheye = SphereSnap.merge_multiple_snaps((1000,1000),
cube_faces_snaps, # snap object specifies destination position
cumbe_faces_imgs, # snap image contains planar image pixels
target_type=ImageProjectionType.FISHEYE_180, # destination image type
merge_method="max")
Snap to perspective from fisheye 180
snap_config = SnapConfig( rot(45,1), (1400,1400),(100,100), reconstructed_fisheye.shape[:2], source_img_type=ImageProjectionType.FISHEYE_180)
snap_test = SphereSnap(snap_config)
persp_img = snap_test.snap_to_perspective(reconstructed_fisheye)
Reproject fisheye 180 to equirectangular
snap_configs = [SnapConfig( rot(yaw,pitch), (800,800),(90,90), fisheye180_img.shape[:2], source_img_type=ImageProjectionType.FISHEYE_180)
for yaw,pitch in [[-45,-45],[45,-45],[-45,45],[45,45],[0,0]]]
snaps = [SphereSnap(c) for c in snap_configs]
snap_imgs = [snap.snap_to_perspective(fisheye180_img) for snap in snaps]
reconstructed_equi = SphereSnap.merge_multiple_snaps((1000,2000),
snaps, # snap object specifies destination position
snap_imgs, # snap image contains planar image pixels
target_type=ImageProjectionType.EQUI, # destination image type
merge_method="max")
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