SwiftNet
Source code to reproduce results from
In Defense of Pre-trained ImageNet Architectures for Real-time Semantic Segmentation of Road-driving Images Marin Oršić*, Ivan Krešo*, Siniša Šegvić, Petra Bevandić (* denotes equal contribution) CVPR, 2019.
Steps to reproduce
Install requirements
- Python 3.7+
pip install -r requirements.txt
Download pre-trained models
wget http://elbereth.zemris.fer.hr/swiftnet/swiftnet_ss_cs.pt -P weights/
wget http://elbereth.zemris.fer.hr/swiftnet/swiftnet_pyr_cs.pt -P weights/
Download Cityscapes
From https://www.cityscapes-dataset.com/downloads/ download:
- leftImg8bit_trainvaltest.zip (11GB)
- gtFine_trainvaltest.zip (241MB)
Either download and extract to datasets/
or create a symbolic link datasets/Cityscapes
Evaluate
python eval.py configs/single_scale.py
python eval.py configs/pyramid.py