geo-deep-learning
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NRCan
Deep learning applied to georeferenced datasets
Do you all have any figures, list of publications, or illustrations that I could show as I recommend this tool to others?
For certain applications like building footprints, it helps to upsample an input raster to a smaller spatial resolution (ex.: 50 cm to 25 cm) in order to get a finer...
# Features - CRS mismatch automatic handling - Resize image to new spatial resolution (ex.: 50cm to 25cm) - Don't rewrite tiles for an image that has all expected tiles...
I write this code to trim the img, because I forgot about the [`RadiometricTrim`](https://github.com/NRCan/geo-deep-learning/blob/4b882c3f46e3353e5d27f5929acf823c0c25b425/utils/augmentation.py#L96). This method is faster and take less line of code, if you think that can substitute...
Currently min_annotated_percent is required to be an integer, this appears an arbitrary constraint. Plus the background pixel percentage computed at https://github.com/NRCan/geo-deep-learning/blob/8d85078a1aeae791244807660c5cd5119cca7d83/images_to_samples.py#L239 is rounded with 1 decimal, why is that?
The way we load the dataset and read the gpkg GT is not intuitive, we use a number to load a specific layer of the GT. I suggest a word...
Raising an exception cannot simultaneously print a logging message with the logging library. These actions must be separated. See [train_segmentation.py, line 184](https://github.com/NRCan/geo-deep-learning/blob/develop/train_segmentation.py#L184)
This feature from PR #201 was broken with introduction of Hydra in PR #208. Needs to be reimplemented.
Hi all, I have two issues to report with running working with 4band 16 bit imagery in version 6852729 using a config file similar to https://github.com/NRCan/geo-deep-learning/blob/v.1.2.0/conf/development/config_test_4channels_implementation.yaml. All the steps up...
Hi, I did not find any issues directly related to automated testing or code coverage. Are the automated tests kept locally? Do you have a testing strategy for the project?...
