activity
20232026
most citedUMCFuse: A Unified Multiple Complex Scenes Infrared and Visible Image Fusion Framework

2 citations · 3 across the 7 of their papers we have counts for

collaborators

10 papers

cs.CV2026

LGFN: Lightweight Gated RGB-Polarization Fusion with Modality-Availability Conditioning for Camouflaged Object Detection

Zhuangfan Huang, Xiaosong Li, Yang Liu +2

Camouflaged object detection (COD) is an important engineering task in intelligent optical perception, but it remains challenging when targets closely resemble their surroundings.…

cs.CV2026

Multi-modality Image Fusion under Adverse Weather: Mask-Guided Feature Restoration and Interaction

Xilai Li, Xiaosong Li, Haishu Tan +3

Multi-modality image fusion (MMIF) enhances scene representation by exploiting complementary cues from different modalities. Adverse weather, however, causes significant image degr…

cs.CV2026

MAVFusion: Efficient Infrared and Visible Video Fusion via Motion-Aware Sparse Interaction

Xilai Li, Weijun Jiang, Xiaosong Li +5

Infrared and visible video fusion combines the object saliency from infrared images with the texture details from visible images to produce semantically rich fusion results. Howeve…

cs.CV2026

CAWM-Mamba: A unified model for infrared-visible image fusion and compound adverse weather restoration

Huichun Liu, Xiaosong Li, Zhuangfan Huang +3

Multimodal Image Fusion (MMIF) integrates complementary information from various modalities to produce clearer and more informative fused images. MMIF under adverse weather is part…

cs.CV2025

JDPNet: A Network Based on Joint Degradation Processing for Underwater Image Enhancement

Tao Ye, Hongbin Ren, Chongbing Zhang +2

Given the complexity of underwater environments and the variability of water as a medium, underwater images are inevitably subject to various types of degradation. The degradations…

cs.CV2025

A Luminance-Aware Multi-Scale Network for Polarization Image Fusion with a Multi-Scene Dataset

Zhuangfan Huang, Xiaosong Li, Gao Wang +3

Polarization image fusion combines S0 and DOLP images to reveal surface roughness and material properties through complementary texture features, which has important applications i…

cs.CV2025

AWM-Fuse: Multi-Modality Image Fusion for Adverse Weather via Global and Local Text Perception

Xilai Li, Huichun Liu, Xiaosong Li +3

Multi-modality image fusion (MMIF) in adverse weather aims to address the loss of visual information caused by weather-related degradations, providing clearer scene representations…

cs.CV2024

MMA-UNet: A Multi-Modal Asymmetric UNet Architecture for Infrared and Visible Image Fusion

Jingxue Huang, Xilai Li, Tianshu Tan +2

Multi-modal image fusion (MMIF) maps useful information from various modalities into the same representation space, thereby producing an informative fused image. However, the exist…

cs.CV2024★ 2 cited

UMCFuse: A Unified Multiple Complex Scenes Infrared and Visible Image Fusion Framework

Xilai Li, Xiaosong Li, Tianshu Tan +2

Infrared and visible image fusion has emerged as a prominent research area in computer vision. However, little attention has been paid to the fusion task in complex scenes, leading…

cs.CV2023★ 1 cited

Bridging the Gap between Multi-focus and Multi-modal: A Focused Integration Framework for Multi-modal Image Fusion

Xilai Li, Xiaosong Li, Tao Ye +3

Multi-modal image fusion (MMIF) integrates valuable information from different modality images into a fused one. However, the fusion of multiple visible images with different focal…