This study introduces a novel approach of precisely depositing In2O3 nanoislands on the edges of BN sheets using selective atomic layer deposition. The modified catalysts demonstrated a significant improvement and characterization results revealed that the presence of In2O3 nanoislands, when free of BOx overlayers, is crucial in mitigating side reactions.