Document Scanner: Semantic Segmentation using PyTorch-DeepLabV3

This repository contains code for the blog post Document Scanner: Semantic Segmentation using PyTorch-DeepLabV3.

In this post, you will learn the following,

• Generate Synthetic Dataset.
• Create a Combo loss function training a Custom Image Segmentation Model.
• Train a Document Segmentation model using DeepLabv3-PyTorch.

Dataset and Trained Model Download Links

1. Resized final dataset
2. Model - MobileNetV3-Large backend
3. Model - Resnet50 backend

Document Scanner Application

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