| ---
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| license: mit
|
| ---
|
|
|
| # Description
|
|
|
| This repository contains the pre-trained diffusion models
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| associated to the Denoising Diffusion Probabilistic Models
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| (DDPM-CD) developed by Wele Gedara Chaminda Bandara, Nithin
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| Gopalakrishnan Nair, Vishal M. Patel.
|
|
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| The optimized model is for unsupervised hyperspectral image
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| restoration (HIRDiff) is developed by Li Pang, Xiangyu Rui,
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| Long Cui, Hongzhong Wang, Deyu Meng, Xiangyong Cao.
|
|
|
| # Credits
|
|
|
| The repository associated to this data is available at:
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| <https://github.com/wgcban/ddpm-cd>
|
|
|
| The HIRDiff repository is available at:
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| <https://github.com/LiPang/HIRDiff>
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|
|
| The original data was downloaded from:
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| <https://www.dropbox.com/scl/fo/eeeclganhghux3g657u6b/AOOeiz4h-Er9RAVD5a_t7GQ>
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|
|
| # Citation
|
|
|
| For the original dataset:
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|
|
| ```bibtex
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| @misc{bandara2024ddpmcdv2,
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| title = {Remote Sensing Change Detection (Segmentation) using Denoising Diffusion Probabilistic Models},
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| author = {Bandara, Wele Gedara Chaminda and Nair, Nithin Gopalakrishnan and Patel, Vishal M.},
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| year = {2022},
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| eprint={2206.11892},
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| archivePrefix={arXiv},
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| primaryClass={cs.CV},
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| doi = {10.48550/ARXIV.2206.11892},
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| }
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| ```
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| ```bibtex
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| @misc{bandara2024ddpmcdv3,
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| title={DDPM-CD: Denoising Diffusion Probabilistic Models as Feature Extractors for Change Detection},
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| author={Wele Gedara Chaminda Bandara and Nithin Gopalakrishnan Nair and Vishal M. Patel},
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| year={2024},
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| eprint={2206.11892},
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| archivePrefix={arXiv},
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| primaryClass={cs.CV},
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| doi = {10.48550/ARXIV.2206.11892},
|
| }
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| ```
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|
|
|
|
| For the improved diffusion model:
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|
|
| ```bibtex
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| @article{pang2024hir,
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| title={HIR-Diff: Unsupervised Hyperspectral Image Restoration Via Improved Diffusion Models},
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| author={Pang, Li and Rui, Xiangyu and Cui, Long and Wang, Hongzhong and Meng, Deyu and Cao, Xiangyong},
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| journal={arXiv preprint arXiv:2402.15865},
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| year={2024}
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| }
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| ``` |
