'Opening open-source SpaceNet 6 expanded dataset
So I am trying to access the open-source SAR dataset SpaceNet 6: Expanded Dataset. I particularly need the SAR-SLC data as I want to have the raw complex-valued dataset.
I downloaded the dataset successfully using aws. Now the issue arises when I use python to open the .tif files. I tried OpenCV, matplotlib, PIL and skimage. Here the errors I get:
- OpenCV:
[ WARN:[email protected]] global /io/opencv/modules/imgcodecs/src/grfmt_tiff.cpp (462) readData OpenCV TIFF: TIFFRGBAImageOK: Sorry, can not handle images with 32-bit samples. - Matplotlib:
cannot identify image file '<path to .tif file>'. - PIL:
cannot identify image file '<path to .tif file>'. - skimage:
TiffPage 0: data type not supported: 532.
Has someone already succeeded in opening this library?
I've seen that this code uses a library called solaris. I tried installing it but it requires TensorFlow version to be tf v1.13 and I already have version 2 and I need it. I tried creating a new environment to install it from scratch. As the documentation says I need to install GDAL so at this point why not? sudo apt-get install libgdal-dev but then I still got errors like:
ERROR: Cannot install solaris==0.0.1, solaris==0.0.2, solaris==0.0.3, solaris==0.1.0, solaris==0.1.1, solaris==0.1.2, solaris==0.1.3, solaris==0.2.0, solaris==0.2.1, solaris==0.2.2, solaris==0.3.0 and solaris==0.4.0 because these package versions have conflicting dependencies.
The conflict is caused by:
solaris 0.4.0 depends on torch>=1.3.1
solaris 0.3.0 depends on torch>=1.3.1
solaris 0.2.2 depends on torch>=1.3.1
solaris 0.2.1 depends on torchvision>=0.4.2
solaris 0.2.0 depends on torchvision>=0.3.0
solaris 0.1.3 depends on torchvision>=0.3.0
solaris 0.1.2 depends on torchvision>=0.3.0
solaris 0.1.1 depends on torchvision>=0.3.0
solaris 0.1.0 depends on torchvision>=0.3.0
solaris 0.0.3 depends on torchvision>=0.3.0
solaris 0.0.2 depends on torchvision>=0.3.0
solaris 0.0.1 depends on torch>=1.0.1
And it was a NEW environment without tf nor pytorch installed.
This, although a crapy solution (Do I really need to create a new env, install tf and pytorch and lot of dependencies, install GDAL, etc to open an image?) at this point I am Ok with whatever works.
Sources
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