5 papers
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.…
LG-PF: Lightweight Confidence-Guided Polarization Image Fusion
Zhuangfan Huang, Zhenyu Kuang, Gao Wang +3
Polarization image fusion combines the stable luminance and structural information of the total- intensity image S0 with the material-sensitive details of the degree of linear pola…
IRPol-Fuse: Energy-structure coordination for infrared polarization fusion under low visibility
Zhuangfan Huang, Chusheng Fang, Xiaosong Li +3
Robust perception under low-visibility conditions requires fused imagery that jointly preserves infrared thermal saliency and polarization-derived structural details. However, exis…
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…
NDLPNet: A Location-Aware Nighttime Deraining Network and a Real-World Benchmark Dataset
Huichun Liu, Xiaosong Li, Yang Liu +2
Visual degradation caused by rain streak artifacts in low-light conditions significantly hampers the performance of nighttime surveillance and autonomous navigation. Existing image…