DDPM-CD: Remote Sensing Change Detection using Denoising Diffusion Probabilistic Models. (arXiv:2206.11892v2 [cs.CV] UPDATED)

Human civilization has an increasingly powerful influence on the earth
system, and earth observations are an invaluable tool for assessing and
mitigating the negative impacts. To this end, observing precisely defined
changes on Earth's surface is essential, and we propose an effective way to
achieve this goal. Notably, our change detection (CD)/ segmentation method
proposes a novel way to incorporate the millions of off-the-shelf, unlabeled,
remote sensing images available through different earth observation programs
into the training process through denoising …

arxiv cd change cv denoising detection diffusion remote sensing