/instance-segmentation-maskrcnn

Instance segmentation of center pivot irrigation system in Brazil using Landsat images and Convolutional Neural Network

Primary LanguageJupyter NotebookOtherNOASSERTION

watershed-segmentation

This is an implementation of instance segmentation of center pivot irrigation systems using Mask R-CNN on Python 3, Keras, TensorFlow and free Landsat images.

The model generates bounding boxes and segmentation masks for each instance of an object in the image. It's based on Feature Pyramid Network (FPN) and a ResNet50 backbone.

Open In Colab

Some results

Result 1

Result 2

Result 3

Result 4

Result 5

Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.