Eight coordination polymers (CPs), namely, [Co(m-phsuc)(m-obix)]n (1), {[Co2(m-phsuc)2(m-pbix)1.5]×2H2O}n (2), [Zn(m-phsuc)(m-obix)]n (3), {[Zn(m-phsuc)(m-mbix)]×H2O}n (4), {[Zn(m-phsuc)(m-pbix)]×H2O}n (5), {[Zn(m-phsuc)(m-pbix)]×1.5H2O×CH3OH}n (6), [Cd(m-phsuc)(m-obix)]n (7) and [Cd(m3-phsuc)(m-pbix)0.5]n (8) (phsucH2 = 2-phenylsuccinic acid, obix = 1,2-bis((imidazol-1-yl)methyl)benzene, mbix = 1,3-bis((imidazol-1-yl)methyl)benzene, pbix = 1,4-bis((imidazol-1-yl)methyl)benzene), were solvothermally synthesized and characterized by IR spectroscopy, elemental analysis, X-ray single-crystal diffraction, X-ray powder diffraction (PXRD), and thermal analyses. The structural analyses revealed that the compounds were 2D coordination polymers, in which metal ions were in tetrahedral coordination geometries in 1-6 and in octahedral coordination geometries in 2, 7 and 8. Compounds 1, 3, 4, 5, 7 and 8 displayed a 4-connected 2D wave sheets with the point symbol of {44.62}. Compound 2 was rare example exhibiting a 2D polyrotaxane structure. Compound 6 showed a 2D two-fold interpenetrating 3-connected hcb net with the point symbol of {63}. In the compounds, the neighboring 2D layers were further assembled by p×××p stacking and weak C–H×××p interactions into the 3D supramolecular framework. The effects of the bis(imidazole) linkers and metals ions on the framework assemblies have been discussed. In addition, thermal and photoluminescent properties of the compounds were investigated.