T 2 EA: Target-Aware Taylor Expansion Approximation Network for Infrared and Visible Image Fusion

In the image fusion mission, the crucial task is to generate high-quality images for highlighting the key objects while enhancing the scenes to be understood. To complete this task and provide a powerful interpretability as well as a strong generalization ability in producing enjoyable fusion results which are comfortable for vision tasks (such as objects detection and their segmentation), we present a novel interpretable decomposition scheme and develop a target-aware Taylor expansion approximation (T 2 EA) network for infrared and visible image fusion, where our T 2 EA includes the following key procedures: Firstly, visible and infrared images are both decomposed into feature maps through a designed Taylor…

• NN
  National Natural Science Foundation of China

  Awards: 61901309, 42371321
• NS
  Natural Science Foundation of Nantong University

  Award: 2024dhzk004