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Simple PyTorch U-Net for semantic segmentation of fish images.

License: MIT License

Python 3.24% Jupyter Notebook 96.76%

pytorch-unet_6nnq's Introduction

Pytorch U-Net

This repository contains a simple PyTorch implementation of an U-Net for semantic segmentation of fish images, using this dataset by B. J. Boom, P. X. Huang and J. He, R. B. Fisher [1].

Here is a sample fish image and its ground truth mask:

The model is very simple and not super accurate, but the results are kinda cute:

The code for the U-Net is partially based on this Kaggle kernel.

[1] B. J. Boom, P. X. Huang, J. He, R. B. Fisher, "Supporting Ground-Truth annotation of image datasets using clustering", 21st Int. Conf. on Pattern Recognition (ICPR), 2012

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