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dynamicworld's Introduction

Dynamic World Model Runner

DOI

Model files and example notebook for Dynamic World, see [PUBLICATION DOI PENDING REVIEW].

This is not an officially supported Google product.

  • TensorFlow SavedModels for the forward and backward path can be found in ./model/forward and ./model/backward respectively.
  • ./single_image_runner.ipynb gives a step-by-step guide to making predictions with the Dynamic World models.

See the image below for the model block diagram. For Dynamic World, m = 1.5 and b = 2.

Dynamic World neural network architecture

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dynamicworld's Issues

UX with To-From dates is confusing

When viewing a before and after situation the user is presented with two sets of start dates and end dates on each side of the draggable-line. It's confusing because you think there would be a start date on the left, and an end date on the right.

image

Download the dataset

Could I ask how to download the dynamicworld dataset and the related Sentinel-2 dataset?

How to get the input and output layer names of each layer?

May I get the input and output layer names of each layer in the model? I want to use tf.keras.models.load_model to change SavedModel into Keras. However, something's wrong. It mentions that Unable to restore a layer of class SlicingOpLambda. Layers of class SlicingOpLambda require that the class be provided to the model loading code, either by registering the class using @keras.utils.register_keras_serializable on the class def and including that file in your program, or by passing the class in a keras.utils.CustomObjectScope that wraps this load call. OR are there any other solutions?

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