such as time-division, [2] amplitude-division, [3] and aperture-division, [4] has been produced, and it has been developing toward miniaturization and high integration. The time-sharing polarization detection structure mostly uses a rotating detector or a polarization optical device to detect the polarization information. The structure is simple and the detection spatial resolution is high, but the polarization information of multiple angles cannot be obtained at the same time, and the time resolution is low. The sub-amplitude polarization detection structure can realize real-time detection, but the detection system requires high assembly precision and requires long-term maintenance. The polarization detection structure of the sub-aperture type is the same as the sub-amplitude detection structure, which realizes real-time detection, but the detection device of the sub-aperture detection is large in size and weight, and there is a loss of spatial resolution.Based on these grounds, more precise and comprehensive detection of polarization information can be achieved by dividing the focal plane. [5] The split focal plane type refers to the integration of the polarizing element array into the focal plane of the detector. A single element of the array corresponds to a single pixel of the focal plane. Each unit is composed of a plurality of different polarization detection pixel units. The focal plane polarization detection system performs simultaneous polarization detection through grating structures of different focal planes and different angles in a 2D plane, which ensures real-time performance. However, in a single unit, each pixel records only a part of the necessary intensity information, which affects the spatial resolution of the measured information and introduces false polarization information. Currently, the effect of spurious polarization can be reduced by the non-uniformity correction method, [6] image interpolation for the division of focal plane polarimeters, [7] and learning a convolutional demosaicing network for microgrid polarimeter imagery. [8] However, the methods can only perform post-calculation on the existing detection information, which is an approximate estimation of the real polarization information and cannot fundamentally solve the problem of spurious polarization.Insects, such as the family Dytiscidae, [9,10] Thysanura, [11] Coleoptera, [12] and Lepidoptera, [13] have evolved a very complex visual system. Take Agabus japonicus [14,15] as an example, as shown in Figure 1a,b are the actual photographs of the Polarization detection technology is developing toward miniaturization and high integration from the early time-division type, amplitude-division type, aperture-division type, etc., to a more integrated focal plane-integrated array type. Focal plane detectors that rely on metal nanogrids are not able to guarantee both temporal and spatial resolution for lossless polarized light detection with a guaranteed level of integration. Inspired by Agabus japonicus, the black phosphorus (BP)-based...