I have a GeoTIFF image that contains a color table and a single raster band with 8-bit table keys, and that uses LZW compression, that I load with gdal.Open
. I also have a numpy array containing 24-bit RGB-values (for a blurred version of the image), corresponding to three 8-bit raster bands. I need to substitute these three raster bands for the raster band that is currently in the image, and then save the image (preferably as a new file if possible). How do I do that?
I would like to keep the data in the numpy array in RGB form, so I would like to end up with three raster band instead of one. I see that there is an AddBand method, but how do I remove an existing band (or modify it, since the bands happen to have the same bit-depth)? Also, if I make the image contain three bands instead of just one, do I need to do something more to specify that the three bands represent R, G and B?
The way I would do it, to just create a fresh copy of your template raster with the new values ... If you want to avoid having copies at all costs, you could also overwrite. But creating a copy is less error prone, and you can retain the original.
This function assumes that you have an array arr
, which has three bands in the third dimension (so 2nd axis).
import gdal
def createRGB(template,arr,filename):
'''Creates a copy of a 3-band raster with values from array
Arguments:
template: Path to template raster
arr: Value array with dimensions (r,c,3)
filename: Output filename for new raster
'''
# Open template
t = gdal.Open(template)
# Get geotiff driver
driver = gdal.GetDriverByName('GTiff')
# Create new raster
r = driver.Create(filename, t.RasterXSize, t.RasterYSize, 3, gdal.GDT_Byte,['COMPRESS=LZW'])
# Set metadata
r.SetGeoTransform(t.GetGeoTransform())
r.SetProjection(t.GetProjection())
# loop through bands and write new values
for bix in range(3):
rb = self.raster.GetRasterBand(bix+1)
# Write array
rb.WriteArray(arr[...,bix])
# Close datasets
t = None
r = None
rb = None
来源:https://stackoverflow.com/questions/52261722/python-3-how-to-change-image-data-in-gdal