Oil contamination from various human activities (such as oil spills from production, transportation, shipping, and storage) and natural events (e.g., natural seepage) has caused significant environmental, ecological, and economic impacts. Enhancing the adsorption efficiency of adsorbent materials for high-viscosity oil remains a significant challenge for researchers.