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BuildingNet

Detecting Buildings in Satellite Imagery to Facilitate Monitoring of Refugee Camps

Models tried

Mask R-CNN with ResNet backbone Mask R-CNN with DenseNet backbone U-Net U-Net with ResNet-inspired connections U-Net with DenseNet-inspired connections

Other models developed but not tried yet:

Mask R-CNN with ResNeXt backbone Mask R-CNN with VGG16 backbone

Conclusion

The U-Net with DenseNet-inspired connections performed the best.

Note: All code is distributed under the license detailed in the LICENSE file in the most relevant directory.