TextFusion: Unveiling the power of textual semantics for controllable image fusion

C Cheng, T Xu, XJ Wu, H Li, X Li, Z Tang, J Kittler - Information Fusion, 2025 - Elsevier
Advanced image fusion techniques aim to synthesise fusion results by integrating the
complementary information provided by the source inputs. However, the inherent differences …

A degradation-aware guided fusion network for infrared and visible image

X Wang, Z Guan, W Qian, J Cao, R Ma, C Bi - Information Fusion, 2025 - Elsevier
Most IVIF methods focus solely on visual feature fusion, neglecting degraded scene
information, which results in suboptimal solutions that do not fully reflect implicit scene …

MSL-CCRN: Multi-stage self-supervised learning based cross-modality contrastive representation network for infrared and visible image fusion

Z Yan, R Nie, J Cao, G **e, Z Ding - Digital Signal Processing, 2025 - Elsevier
Infrared and visible image fusion (IVIF) facing different information in two modal scenarios,
the focus of research is to better extract different information. In this work, we propose a multi …