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offical implement of paper CrossDiff: Exploring Self-Supervised Representation of Pansharpening via Cross-Predictive Diffusion Model

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Accepted by IEEE Trans ON Image Processing!!! https://arxiv.org/abs/2401.05153

QuickStart

update file in config folder

training stage1 for Cross-predictive

python sr.py python sr_pan2ms.py

training stage2 for fusionhead

python fusion.py #reduced resolution python fusion_full.py #full resolution

Citation

Y. Xing, L. Qu, S. Zhang, K. Zhang, Y. Zhang and L. Bruzzone, "CrossDiff: Exploring Self-SupervisedRepresentation of Pansharpening via Cross-Predictive Diffusion Model," in IEEE Transactions on Image Processing, vol. 33, pp. 5496-5509, 2024, doi: 10.1109/TIP.2024.3461476. keywords: {Pansharpening;Diffusion models;Feature extraction;Spatial resolution;Training;Noise reduction;Transformers;Image fusion;pansharpening;self-supervised learning;denoising diffusion probabilistic model},

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offical implement of paper CrossDiff: Exploring Self-Supervised Representation of Pansharpening via Cross-Predictive Diffusion Model

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