Huang Chun-pi, a master of Chinese painting, once complimented Lin thus: "When it comes to painting wildlife, Lin Yu-shan works harder than any of his contemporaries."
國畫大師黃君璧就曾經讚譽表示：「當今花鳥禽獸，林玉山教授用力最深，致力最勤。」