Niobium pentoxide (Nb 2 O 5 )-based materials have been regarded as promising anodic materials for lithium-ion batteries due to their abundant crystalline phases and stable and safe lithium storage performances. However, there is a lack of systematic studies of the relationship among the crystal structures, electrochemical characteristics, and lithium storage mechanisms for the various Nb 2 O 5 polymorphs. Herein, pure pseudohexagonal Nb 2 O 5 (TT-Nb 2 O 5 ), orthorhombic Nb 2 O 5 (T-Nb 2 O 5 ), tetragonal Nb 2 O 5 (M-Nb 2 O 5 ), and monoclinic Nb 2 O 5 (H-Nb 2 O 5 ) with three-dimensional interconnected structures are reported, which were synthesized via a hydrothermal method using the commercial filter paper as the structural template followed by specific annealing processes. Impressively, the TT-and T-Nb 2 O 5 species both possess bronze-like phases with "room and pillar" structures, while M-and H-Nb 2 O 5 ones are both in the Wadsley−Roth phases with crystallographic shear structures. Among the pristine Nb 2 O 5 materials, H-Nb 2 O 5 exhibits the highest initial specific capacity (270 mA h g −1 ), while T-Nb 2 O 5 performs with the lowest (197 mA h g −1 ) at 0.02 A g −1 , meaning that crystallographic shear structures provide more lithium storage sites. TT-Nb 2 O 5 realizes the best rate capability (207 mA h g −1 at 0.02 A g −1 and 103 mA h g −1 at 4.0 A g −1 ), indicating that the "room and pillar" crystal structures favor fast lithium storage. Electrochemical analyses reveal that the TT-and T-Nb 2 O 5 phases with "room and pillar" crystal structures utilize a pseudocapacitive intercalation mechanism, while the M-and H-Nb 2 O 5 phases with the Wadsley−Roth shear structures follow a typical battery-type intercalation mechanism. A fresh insight into the further understanding of the intercalation pseudocapacitance on the basis of the unit cells of the electrode materials and a meaningful guidance for crystalline structural design/ construction of the electrode materials for the next-generation LIBs are thus provided. KEYWORDS: niobium pentoxide (Nb 2 O 5 ), lithium-ion batteries, "room and pillar" crystal structures, Wadsley−Roth shear structures, lithium storage mechanism