Auditory sensitivity and frequency resolution depend on the optimal transfer of sound‐induced vibrations from the basilar membrane (BM) to the inner hair cells (IHCs), the principal auditory receptors. There remains a paucity of information on how this is accomplished along the frequency range in the human cochlea. Most of the current knowledge is derived either from animal experiments or human tissue processed after death, offering limited structural preservation and optical resolution. In our study, we analyzed the cytoarchitecture of the human cochlear partition at different frequency locations using high‐resolution microscopy of uniquely preserved normal human tissue. The results may have clinical implications and increase our understanding of how frequency‐dependent acoustic vibrations are carried to human IHCs. A 1‐micron‐thick plastic‐embedded section (mid‐modiolar) from a normal human cochlea uniquely preserved at lateral skull base surgery was analyzed using light and transmission electron microscopy (LM, TEM). Frequency locations were estimated using synchrotron radiation phase‐contrast imaging (SR‐PCI). Archival human tissue prepared for scanning electron microscopy (SEM) and super‐resolution structured illumination microscopy (SR‐SIM) were also used and compared in this study. Microscopy demonstrated great variations in the dimension and architecture of the human cochlear partition along the frequency range. Pillar cell geometry was closely regulated and depended on the reticular lamina slope and tympanic lip angle. A type II collagen‐expressing lamina extended medially from the tympanic lip under the inner sulcus, here named “accessory basilar membrane.” It was linked to the tympanic lip and inner pillar foot, and it may contribute to the overall compliance of the cochlear partition. Based on the findings, we speculate on the remarkable microanatomic inflections and geometric relationships which relay different sound‐induced vibrations to the IHCs, including their relevance for the evolution of human speech reception and electric stimulation with auditory implants. The inner pillar transcellular microtubule/actin system's role of directly converting vibration energy to the IHC cuticular plate and ciliary bundle is highlighted.