Dimensions overall score 7.0

• FTPFusion decomposes feature representations into high-frequency and low-frequency components for collaborative modeling.method 95%
• The high-frequency branch of FTPFusion performs sparse cross-modal spatio-temporal interaction to capture motion-related context and complementary details.method 90%
• The low-frequency branch of FTPFusion introduces a temporal perturbation strategy to enhance robustness against complex video variations like flickering and jitter.method 90%
• FTPFusion includes an offset-aware temporal consistency constraint to explicitly stabilize cross-frame representations under temporal disturbances.method 90%
• FTPFusion consistently outperforms state-of-the-art methods across multiple metrics in both spatial fidelity and temporal consistency.result 85%
• Infrared and visible video fusion plays a critical role in intelligent surveillance and low-light monitoring.market 80%
• Existing methods either focus on frame-wise enhancement with limited temporal modeling or rely on heavy spatio-temporal aggregation that often sacrifices high-frequency details.limitation 75%
• Maintaining temporal stability while preserving spatial detail remains a fundamental challenge in infrared and visible video fusion.technical 80%

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