Siamese Meets Diffusion Network: SMDNet for Enhanced Change Detection in High-Resolution RS Imagery

no code implementations • 17 Jan 2024 • Jia Jia, Geunho Lee, Zhibo Wang, Lyu Zhi, Yuchu He

This network combines the Siam-U2Net Feature Differential Encoder (SU-FDE) and the denoising diffusion implicit model to improve the accuracy of image edge change detection and enhance the model's robustness under environmental changes.

Change Detection Denoising

Deep neural network Grad-Shafranov solver constrained with measured magnetic signals

no code implementations • 7 Nov 2019 • Semin Joung, Jaewook Kim, Sehyun Kwak, J. G. Bak, S. G. Lee, H. S. Han, H. S. Kim, Geunho Lee, Daeho Kwon, Y. -c. Ghim

A neural network solving Grad-Shafranov equation constrained with measured magnetic signals to reconstruct magnetic equilibria in real time is developed.

Imputation