python双三次插值算法代码
时间: 2023-04-06 15:04:51 浏览: 200
双三次插值算法
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以下是 Python 双三次插值算法的代码:
```python
import numpy as np
from scipy import interpolate
def bicubic_interpolation(image, scale):
height, width, channels = image.shape
new_height = int(height * scale)
new_width = int(width * scale)
new_image = np.zeros((new_height, new_width, channels))
for c in range(channels):
for i in range(new_height):
for j in range(new_width):
x = i / scale
y = j / scale
if x < 1 or x > height - 2 or y < 1 or y > width - 2:
new_image[i, j, c] = 0
else:
x1 = int(x)
y1 = int(y)
dx = x - x1
dy = y - y1
points = np.zeros((4, 4))
for m in range(-1, 3):
for n in range(-1, 3):
points[m+1, n+1] = image[x1+m, y1+n, c]
f = interpolate.interp2d(np.arange(-1, 3), np.arange(-1, 3), points, kind='cubic')
new_image[i, j, c] = f(dx, dy)
return np.clip(new_image, 0, 255).astype(np.uint8)
```
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