astra重建时利用循环语句对多张图片进行投影,并对投影后的数据进行三维重建
时间: 2024-01-12 22:05:34 浏览: 80
Astra是一款用于CT重建的开源软件,可以利用循环语句对多张图片进行投影,并对投影后的数据进行三维重建。下面是一些基本的代码示例:
1. 循环读取多张图片并投影
```python
import astra
import numpy as np
# 创建一个2D扫描几何体
vol_geom = astra.create_vol_geom(512, 512)
proj_geom = astra.create_proj_geom('parallel', 1.0, 512, np.linspace(0, np.pi, 180, False))
# 创建一个投影矩阵
proj_id = astra.create_projector('linear', proj_geom, vol_geom)
# 循环读取图片并投影
for i in range(100):
img = np.loadtxt(f"image_{i}.txt")
sinogram_id, sinogram = astra.create_sino(img, proj_id)
astra.data2d.delete(sinogram_id)
```
2. 循环读取多张投影并重建
```python
import astra
import numpy as np
# 创建一个2D扫描几何体
vol_geom = astra.create_vol_geom(512, 512)
proj_geom = astra.create_proj_geom('parallel', 1.0, 512, np.linspace(0, np.pi, 180, False))
# 创建一个投影矩阵
proj_id = astra.create_projector('linear', proj_geom, vol_geom)
# 创建一个重建矩阵
recon_id = astra.create_reconstruction(vol_geom)
# 循环读取投影并重建
for i in range(100):
sinogram = np.loadtxt(f"sinogram_{i}.txt")
sinogram_id = astra.data2d.create('-sino', proj_geom, data=sinogram)
astra.reconstruct(sinogram_id, recon_id)
recon = astra.data2d.get(recon_id)
np.savetxt(f"recon_{i}.txt", recon)
astra.data2d.delete(sinogram_id)
```
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