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Added dataset

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  1. .gitattributes +2 -0
  2. I190000_E97_gen.pth +3 -0
  3. I190000_E97_opt.pth +3 -0
  4. README.md +62 -1
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+ I190000_E97_opt.pth filter=lfs diff=lfs merge=lfs -text
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  ---
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- license: unknown
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  ---
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+ license: mit
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  ---
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+
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+ # Description
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+
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+ 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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+
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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.
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+
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+ # Credits
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+
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+ The repository associated to this data is available at:
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+ <https://github.com/wgcban/ddpm-cd>
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+
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+ The HIRDiff repository is available at:
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+ <https://github.com/LiPang/HIRDiff>
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+
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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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+
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+ # Citation
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+
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+ For the original dataset:
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+
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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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+ ```
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+
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+
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+ For the improved diffusion model:
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+
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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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+ ```