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马宁(18博)
DEEM
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5fdfab35
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5fdfab35
authored
Oct 04, 2022
by
NingMa
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GitHub
Oct 04, 2022
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# DEEM
The codes for "context-guided entropy minimization for semi-supervised domain adaptation"
## Env setting
Python=3.8
Pytorh=1.7.0 (py3.8_cuda11.0.221)
torchvision=0.8.1
##Dataset setting
All datasets can be seen in https://github.com/VisionLearningGroup/SSDA_MME. After these dataset are downloaded, please bulid a new folder at ./data/.
To specify your dataset path, please set "project_root" in return_dataset.py
## Training usages
Training on Office-31:
python main.py --dataset Office-31 --s webcam --t amazon --gpu_id 0 --train 1
Test on Office-31:
python main.py --dataset Office-31 --s webcam --t amazon --gpu_id 0 --train 0
The other datasets follow the similar usages!
If you find the repo is helpful, feel free to star and cite us:
@article{MA2022270,
title = {Context-guided entropy minimization for semi-supervised domain adaptation},
journal = {Neural Networks},
volume = {154},
pages = {270-282},
year = {2022},
issn = {0893-6080},
doi = {https://doi.org/10.1016/j.neunet.2022.07.011},
url = {https://www.sciencedirect.com/science/article/pii/S0893608022002672},
author = {Ning Ma and Jiajun Bu and Lixian Lu and Jun Wen and Sheng Zhou and Zhen Zhang and Jingjun Gu and Haifeng Li and Xifeng Yan},
}
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