Unsupervised Domain Adaptation for Real-World Scenario of SAMMiCA

This repository is the official implementation of SAMMiCA scenario Unsupervised Domain Adaptation for Tunnel (ChangeSIM dataset).

Requirements

To install requirements:

• PyTorch (An open source deep learning platform)

Training

To train the proposed UDA method

python train_CUDA.py

Evaluation

To evaluate my model on CityScapes, run:

python test_CUDA.py

Pre-trained Models

You can download pretrained models here:

• pre-trained DeepLabV2 model

Results

Our model achieves the following performance on ChangeSIM dataset:

Acknowledgments

AI 28 Project