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View Code? Open in Web Editor NEWMaking Deep Learning for Earth Observation more easy
Home Page: http://www.sage.ieat.ro
License: Other
Making Deep Learning for Earth Observation more easy
Home Page: http://www.sage.ieat.ro
License: Other
The current version of Hugin (0.2.x) does not support Google ML Engine. The functionality should be reintroduced.
Support for IBM DDL should be implemented
@alexm98 identified the following issue with Hugin:
Traceback (most recent call last):
File "/home/alex/anaconda3/envs/hugin-env/bin/hugin", line 11, in <module>
sys.exit(main())
File "/home/alex/anaconda3/envs/hugin-env/lib/python3.7/site-packages/hugin/tools/cli.py", line 59, in main
args.func(args)
File "/home/alex/anaconda3/envs/hugin-env/lib/python3.7/site-packages/hugin/tools/train.py", line 38, in train_handler
trainer.train_scenes(dataset_loader, validation_scenes=validation_loader)
File "/home/alex/anaconda3/envs/hugin-env/lib/python3.7/site-packages/hugin/engine/scene.py", line 82, in train_scenes
log.info("Training data has %d tiles", len(train_data))
File "/home/alex/anaconda3/envs/hugin-env/lib/python3.7/site-packages/hugin/io/loader.py", line 481, in __len__
self._num_tiles += len(tile_generator)
File "/home/alex/anaconda3/envs/hugin-env/lib/python3.7/site-packages/hugin/io/loader.py", line 130, in __len__
area = backing_store.height * backing_store.width
File "/home/alex/anaconda3/envs/hugin-env/lib/python3.7/site-packages/pandas/core/generic.py", line 5179, in __getattr__
return object.__getattribute__(self, name)
AttributeError: 'GeoDataFrame' object has no attribute 'height'
Add support for Horovod.
This would add indirectly support for IBM DDL #11
A KeyError gets thrown when hugin tries to io cache files
KeyError: 'GENERATED_GTI'
It would be nice for Hugin to be able to handle test-time augmentation. That is, flipping a scene 90° three times and running a prediction each time. The final prediction shall be the average of the 4 predictions.
Support for Hyperparameter Optimisation should be merged to the OpenSource version of Hugin
It also misses tests
Support different vertical and horizontal stripe size for tiling.
Loader should provide the ability of generating virtual files containing the GTI generated from a specified GeoJSON.
One approach would be to use
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