Polarization detection enhances signal contrast and is widely utilized in diverse advanced applications. An ongoing challenge is the development of high-performance polarization-sensitive photodetectors based on optically anisotropic organic semiconductors, particularly in the near-infrared (NIR) region. While uniaxially aligned pi-conjugated polymers with high aspect ratios exhibit strong linear dichroism and have shown promise, their limited NIR performance and heavy reliance on polymer material now represent critical limitations. Here, a breakthrough is reported in achieving giant linear dichroism and exceptional polarization detection with low aspect-ratios (AR) non-fullerene small-molecule (NFSM) acceptors, extending polarization sensitivity from the UV-vis to the NIR range. An impressive dichroic ratio of 27.1 at 605 nm and 12.0 at 780 nm is demonstrated. The maximum polarization photocurrent ratio is 11.2 at 780 nm under parallel versus perpendicular polarized light. This unprecedented performance originates from synergistic molecular alignment, wherein NFSMs significantly enhance the uniaxial orientation of both the polymer matrix and the NFSMs themselves during self-assembly and thermal annealing. Besides, such a linear-polarization-sensitive photodetectors (LPS-PDs) are showcased in generating degree-of-linear-polarization imaging. The work establishes NFSMs as a viable material system for next-generation of organic LPS-PDs and provides fundamental insights into structural origins of polarization sensitivity in low AR organic semiconductors.