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 …

SMAE-Fusion: Integrating saliency-aware masked autoencoder with hybrid attention transformer for infrared–visible image fusion

Q Wang, Z Li, S Zhang, Y Luo, W Chen, T Wang, N Chi… - Information …, 2025 - Elsevier
The objective of infrared–visible image fusion (IVIF) is to generate composite images from
multiple modalities that enhance visual representation and support advanced vision tasks …

Rethinking Normalization Strategies and Convolutional Kernels for Multimodal Image Fusion

D He, G Wang, W Li, Y Shu, W Li, L Yang… - arxiv preprint arxiv …, 2024 - arxiv.org
Multimodal image fusion (MMIF) aims to integrate information from different modalities to
obtain a comprehensive image, aiding downstream tasks. However, existing methods tend …

Enhancing multimodal medical image analysis with Slice-Fusion: A novel fusion approach to address modality imbalance

A Ahmed, X Zeng, R **, M Hou, SA Shah - Computer Methods and …, 2025 - Elsevier
Background and objective: In recent times, medical imaging analysis (MIA) has seen an
increasing interest due to its core application in computer-aided diagnosis systems (CADs) …

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 …

[HTML][HTML] FusionU10: enhancing pedestrian detection in low-light complex tourist scenes through multimodal fusion

X Zhou, J Li, Y Li - Frontiers in Neurorobotics, 2025 - pmc.ncbi.nlm.nih.gov
With the rapid development of tourism, the concentration of visitor flows poses significant
challenges for public safety management, especially in low-light and highly occluded …