Conditional Controllable Image Fusion

Cao B, Xu X, Zhu P, et al. Conditional Controllable Image Fusion[J]. arXiv preprint arXiv:2411.01573, 2024.

Summary

• integerate complementary information--image fusion
• distinct constraint designs tailored to specific scenes
• deploy in varying scenerios (rapidly changing environments)
• a conditional controllable fusion framework (CCF)
• inject the specific constraints into pre-trained DDPM--adaptive fusion conditions
• general image fusion tasks without specific training

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Method

• a conditional bank: basic, enhanced, and task-specific conditions
• a sampling-adaptive condition selection (SCS) mechanism
• the initial stages--a random selection
• the intermediate stages--content components
• the final stage--texture details

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Experiments

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