The current study is an empirical study of preference for campus open space around the drill field on Mississippi State University (MSU) campus. 83 students at Mississippi State University were selected as research objects. Based on the literature review, a research process was designed to employ VEP, content analysis and multivariate analysis---Biplot to explore the interested research problems. The study identified two most preferred landscape scene types - "Legibility" and "Coherence" using Kaplan?s "information processing model". A statistical analysis tool for multivariate analysis-Biplot was used to reveal the landscape preference patterns for campus open space as well as how certain landscape features can contribute these patterns. The study found factors such as gender, educational and cultural background can heavily affect these patterns. The result indicated that "vegetations" including tree, seasonal flowers and open grassland, were the most preferred landscape feature on campus open space. Finally, the limitations of this study were discussed and some recommendations for future landscape preference study were provided.