RoadProjectDemo / Equirec2Perspec.py
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import os
import sys
import cv2
import numpy as np
def xyz2lonlat(xyz):
atan2 = np.arctan2
asin = np.arcsin
norm = np.linalg.norm(xyz, axis=-1, keepdims=True)
xyz_norm = xyz / norm
x = xyz_norm[..., 0:1]
y = xyz_norm[..., 1:2]
z = xyz_norm[..., 2:]
lon = atan2(x, z)
lat = asin(y)
lst = [lon, lat]
out = np.concatenate(lst, axis=-1)
return out
def lonlat2XY(lonlat, shape):
X = (lonlat[..., 0:1] / (2 * np.pi) + 0.5) * (shape[1] - 1)
Y = (lonlat[..., 1:] / (np.pi) + 0.5) * (shape[0] - 1)
lst = [X, Y]
out = np.concatenate(lst, axis=-1)
return out
class Equirectangular:
def __init__(self, img):
# self._img = cv2.imread(img_name, cv2.IMREAD_COLOR)
self._img = img
[self._height, self._width, _] = self._img.shape
# cp = self._img.copy()
# w = self._width
# self._img[:, :w/8, :] = cp[:, 7*w/8:, :]
# self._img[:, w/8:, :] = cp[:, :7*w/8, :]
def GetPerspective(self, FOV, THETA, PHI, height, width):
#
# THETA is left/right angle, PHI is up/down angle, both in degree
#
f = 0.5 * width * 1 / np.tan(0.5 * FOV / 180.0 * np.pi)
cx = (width - 1) / 2.0
cy = (height - 1) / 2.0
K = np.array([
[f, 0, cx],
[0, f, cy],
[0, 0, 1],
], np.float32)
K_inv = np.linalg.inv(K)
x = np.arange(width)
y = np.arange(height)
x, y = np.meshgrid(x, y)
z = np.ones_like(x)
xyz = np.concatenate([x[..., None], y[..., None], z[..., None]], axis=-1)
xyz = xyz @ K_inv.T
y_axis = np.array([0.0, 1.0, 0.0], np.float32)
x_axis = np.array([1.0, 0.0, 0.0], np.float32)
R1, _ = cv2.Rodrigues(y_axis * np.radians(THETA))
R2, _ = cv2.Rodrigues(np.dot(R1, x_axis) * np.radians(PHI))
R = R2 @ R1
xyz = xyz @ R.T
lonlat = xyz2lonlat(xyz)
XY = lonlat2XY(lonlat, shape=self._img.shape).astype(np.float32)
persp = cv2.remap(self._img, XY[..., 0], XY[..., 1], cv2.INTER_CUBIC, borderMode=cv2.BORDER_WRAP)
return persp