Texture and noise dual adaptation for infrared image super-resolution

Yongsong Huang, Tomo Miyazaki, Xiaofeng Liu, Yafei Dong, Shinichiro Omachi

Abstract: Highlights•DASRGAN improves infrared image super-resolution using visible textures and noise control through dual adaptations.•Texture-Oriented Adaptation uses Sobel-based discriminator and texture alignment loss for detail enhancement.•Noise-Oriented Adaptation employs domain-specific loss to suppress noise propagation between modalities.•DASRGAN achieves state-of-the-art performance in infrared super-resolution benchmarks across metrics.