Recovery of rare earths from secondary sources tallies with environmental remediation and sustainable exploitation of rare earth resources simultaneously. Herein, La(III) imprinted graphene oxide-chitosan membrane cross linked by self polymerized PDA (IIP-GO-CS-PDA) was constructed via using CS as functional monomer, PDA as cross linker and La(III) as template. The as constructed IIP-GO-CS-PDA was elaborately characterized in terms of crystallinity, morphology, chemical structure, porosity and thermal stability. Subsequently, adsorption efficiency and selective recovery performance of IIP-GO-CS-PDA towards La(III) were evaluated via batch adsorption. Result indicates, adsorption of La(III) by IIP-GO-CS-PDA is induced by electrostatic interaction, thereby reaching maximum adsorption efficiency at pH = 5. Functional groups C-O, C-N, −C(=O)–NH, –NH2 in IIP-GO-CS-PDA provides heterogeneous affinity for La(Ⅲ), inducing chemical adsorption. Adsorption proceeds rapidly to reach equilibrium in 30 min, manifesting impressive efficiency. The maximum adsorption capacity determined by Langmuir fitting is 275.48 mg·g−1. By virtue of its ion imprinting sites, IIP-GO-CS-PDA demonstrates selectivity coefficients 3.20, 3.34, 8.68, 9.28, 9.43, 9.58 towards La(Ⅲ) for binary solutions La/Eu, La/Dy, La/Cr, La/Cu, La/Cd, La/Pb, respectively. Owing to its membrane configuration, IIP-GO-CS-PDA can be easily recovered for cyclic adsorption, whereby retaining adsorption quantity 91.72 mg·g−1 for La(Ⅲ) in five consecutive cycles. Compared with other adsorbents, IIP-GO-CS-PDA exhibits rapid equilibrium, superior adsorption capacity and selectivity towards La(Ⅲ). This work provides a novel solution for fabricating bio adsorbent towards selective recovery of La(Ⅲ).