Transfer Learning for Segmentation Using DeepLabv3 in PyTorch

Learn how to perform road crack detection from just 118 images!

Manpreet Singh Minhas
Towards Data Science
11 min readDec 5, 2020

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Back when I was researching segmentation using Deep Learning and wanted to run some experiments on DeepLabv3[1] using PyTorch, I couldn’t find any online tutorial. What added to the challenge was that torchvision not only does not provide a Segmentation dataset but also there is no detailed explanation available for the internal structure of the DeepLabv3 class. However, I did the transfer learning on my own, and want to…

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