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GSUnet

Gated Shape Unet for Semantic Segmentation Inspired from GSCNN

install

Torch: https://pytorch.org/

pip install matplotlib tqdm sklearn
sudo pip3 install opencv-python
sudo pip3 install scikit-learn

CUDA : https://pytorch.org/get-started/locally/

dataset

ISPRS Vaihingen semantic segmentation dataset download link

Change the root dir of the dataset in network.dataset.vaihingen

No data augmentation is done here, it is up to you to implement it (albumentations should work)

results

Ground truth, 30th epoch segmentation, 42th sepoch segmentation, 42th epoch edges Segmentations

Confusion matrices of 30th and 42th epochs Segmentations

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