Combining transformers with CNN for multi-focus image fusion

Zhao Duan, Xiaoliu Luo, Taiping Zhang

Abstract: Highlights•Design an end-to-end architecture for multi-focus image fusion.•Introduce Transformer to capture global-level contextual information.•Knowledge distillation achieve interactions between transformers and CNNs.•Obtain spatially continuous fused results to some extend.