Functionalization of Y-type non-fullerene acceptors (Y-NFAs) with bulky units at the alkyl chains, terminal IC ends, or central cores has been an efficient route to boosting the efficiency of NFA-based organic solar cells (OSCs). Single-crystal structure analysis has been a powerful tool to provide detailed structure information, such as the bending of the conjugated backbone and packing formats of the conjugated molecules in a solid, which can supply valuable insight into the structure performance relation and direct further molecular design of new NFAs. However, the growth of high-quality single crystals of NFAs with bulky groups is often challenging. Herein, we designed and synthesized an NFA, Norb-Y, decorated with a steric camphane unit on the central core through the fused quinoxaline bridge. Norb-Y was successfully characterized by single-crystal structure analysis, revealing a well-fined atomic structure and an intermolecular stacking format. Notably, Norb-Y displays better coplanarity with a small dihedral angle of 18°between the two terminal IC groups. Moreover, three kinds of π−π packing modes corresponding to the J-aggregation were identified, including the end-to-end, arm-to-arm, and tail-to-tail modes, all of which were contributed by the conjugated segment from the fused thiophene to the IC end. Meanwhile, the H-aggregation associating the conjugated central cores was suppressed by the bulky camphane units, which drives the molecular assembly by C− H•••F H bonds instead. This kind of molecular packing is of significance for reducing the voltage loss and increasing the OSCs' open circuit voltage, which was finally verified in PM6:BTP-eC9:Norb-Y-and D18:N3:Norb-Y-based ternary OSCs.