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cs.CV2026
FTPFusion: Frequency-Aware Infrared and Visible Video Fusion with Temporal Perturbation
Xilai Li, Chusheng Fang, Xiaosong Li
Infrared and visible video fusion plays a critical role in intelligent surveillance and low-light monitoring. However, maintaining temporal stability while preserving spatial detai…
cs.CV2025
Text-Guided Channel Perturbation and Pretrained Knowledge Integration for Unified Multi-Modality Image Fusion
Xilai Li, Xiaosong Li, Weijun Jiang
Multi-modality image fusion enhances scene perception by combining complementary information. Unified models aim to share parameters across modalities for multi-modality image fusi…
cs.CV2024★ 2 cited
All-weather Multi-Modality Image Fusion: Unified Framework and 100k Benchmark
Xilai Li, Wuyang Liu, Xiaosong Li +3
Multi-modality image fusion (MMIF) combines complementary information from different image modalities to provide a comprehensive and objective interpretation of scenes. However, ex…