不同版本的BT.601、BT.709和RGB之间的转换可以使用以下代码示例来解决:
import numpy as np
# RGB到YUV的转换矩阵,BT.601版本
RGB_TO_YUV_BT601 = np.array([[0.299, 0.587, 0.114],
[-0.147, -0.289, 0.436],
[0.615, -0.515, -0.1]])
# YUV到RGB的转换矩阵,BT.601版本
YUV_TO_RGB_BT601 = np.array([[1, 0, 1.14],
[1, -0.395, -0.581],
[1, 2.032, 0]])
# RGB到YUV的转换矩阵,BT.709版本
RGB_TO_YUV_BT709 = np.array([[0.182586, 0.614231, 0.062007],
[-0.100644, -0.338572, 0.439216],
[0.439216, -0.398942, -0.040274]])
# YUV到RGB的转换矩阵,BT.709版本
YUV_TO_RGB_BT709 = np.array([[1.164383, 0, 1.792741],
[1.164383, -0.213249, -0.532909],
[1.164383, 2.112402, 0]])
# 将RGB图像转换为YUV图像
def rgb_to_yuv(rgb_image, version="BT601"):
if version == "BT601":
conversion_matrix = RGB_TO_YUV_BT601
elif version == "BT709":
conversion_matrix = RGB_TO_YUV_BT709
else:
raise ValueError("Invalid version: {}".format(version))
yuv_image = np.dot(rgb_image, conversion_matrix.T)
return yuv_image
# 将YUV图像转换为RGB图像
def yuv_to_rgb(yuv_image, version="BT601"):
if version == "BT601":
conversion_matrix = YUV_TO_RGB_BT601
elif version == "BT709":
conversion_matrix = YUV_TO_RGB_BT709
else:
raise ValueError("Invalid version: {}".format(version))
rgb_image = np.dot(yuv_image, conversion_matrix.T)
return rgb_image
# 示例使用
rgb_image = np.array([[255, 0, 0], [0, 255, 0], [0, 0, 255]], dtype=np.float32)
yuv_image_bt601 = rgb_to_yuv(rgb_image, version="BT601")
yuv_image_bt709 = rgb_to_yuv(rgb_image, version="BT709")
print("RGB image:")
print(rgb_image)
print("YUV image (BT.601):")
print(yuv_image_bt601)
print("YUV image (BT.709):")
print(yuv_image_bt709)
rgb_image_bt601 = yuv_to_rgb(yuv_image_bt601, version="BT601")
rgb_image_bt709 = yuv_to_rgb(yuv_image_bt709, version="BT709")
print("RGB image (BT.601):")
print(rgb_image_bt601)
print("RGB image (BT.709):")
print(rgb_image_bt709)
这个代码示例定义了RGB到YUV和YUV到RGB的转换矩阵,并提供了两个函数rgb_to_yuv
和yuv_to_rgb
来执行转换。你可以根据需要选择BT.601或BT.709版本。在示例中,我们使用了一个简单的RGB图像作为输入,并打印了转换后的YUV图像和重新转换回RGB图像的结果。