Bi-level Dynamic Learning for Jointly Multi-modality Image Fusion and Beyond. (arXiv:2305.06720v1 [cs.CV])

Recently, multi-modality scene perception tasks, e.g., image fusion and scene
understanding, have attracted widespread attention for intelligent vision
systems. However, early efforts always consider boosting a single task
unilaterally and neglecting others, seldom investigating their underlying
connections for joint promotion. To overcome these limitations, we establish
the hierarchical dual tasks-driven deep model to bridge these tasks.
Concretely, we firstly construct an image fusion module to fuse complementary
characteristics and cascade dual task-related modules, including a
discriminator for visual effects and …

arxiv attention beyond boosting dynamic fusion hierarchical image intelligent perception promotion systems understanding vision