Awesome
Satelite-image-road-extraction
The file is based on a published paper cited as: (Even though slight variations are there) "Z. Zhang, Q. Liu and Y. Wang, "Road Extraction by Deep Residual U-Net," in IEEE Geoscience and Remote Sensing Letters, vol. 15, no. 5, pp. 749-753, May 2018, doi: 10.1109/LGRS.2018.2802944." Variations include:
- The loss function as changed into binary cross entropy rather mean squared error.
- Iterations have been stopped at 15 rather at 50 since due to computation limit.
- The output given below will be blurred as the training was stopped at 15 epochs due to computation limitaion.
Trial output form the network
