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path-planning-cnn

Solving synthetic 2d path-planning problems with a convolutional neural network.

dcaffo98
Python645 forksGPL-3.0updated 12 months ago
visit the demogit clone https://github.com/dcaffo98/path-planning-cnn.gitdcaffo98/path-planning-cnn

path-planning-cnn

Solving synthetic 2d path-planning problems with a CNN.


activations-2-cropped



Medium article:

https://medium.com/@davidecaffagni98/2d-path-planning-with-cnn-c7e3866b679d


dataset:

https://www.kaggle.com/datasets/dcaffo/2dpathplanningdataset


dataset usage demo:

https://www.kaggle.com/code/dcaffo/demo-2d-path-planning-dataset


generate your own dataset:

(assuming all python dependencies satisfied)

python generate_dataset.py --h 100 --w 100 --min_dist_th 20 --max_ds_it 1000 --n_process 2

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