Practical snapshot hyperspectral imaging with DOE

•We propose a practical hyperspectral camera with a designed diffractive optical element (DOE).•The designed DOE is more practical to capture natural scenes and better to reconstruct hyperspectral images.•Using the proposed kernel error and dual-path U-net network to optimize the network structure, we improve the interpretability of the network and achieve better reconstructed results.