An image decomposition-based fusion scheme is proposed to get high fused image quality.

The decomposition method is presented to accurately obtain the morphological contents.

This decomposition algorithm has low time consumption compared with the current methods.

The all-in-focus image is generated by combining the fused contents with high fidelity.