Wetland parks are an important part of urban ecosystems, characterized by artificial and natural features. While providing outdoor recreational space for urban residents, the aesthetics of the landscape also affect residents’ willingness to visit the wetland park. Previous studies of wetland parks focused on the ecological benefit. However, fewer systematic studies analyzed the aesthetic qualities and influencing elements of wetland parks. In this study, the Wuping Qianlu Lake Wetland Park in Fujian Province, China was used to evaluate the landscape visual quality of the wetland park using the the Scenic Beauty Estimation method (SBE), and the landscape features of the wetland park were obtained through the Semantic Differential (SD) method and semantic segmentation technique. The regression model of landscape visual quality and landscape features in wetland parks was established using SBE values as the dependent variable, and 23 landscape features as independent variables. The SBE values and accessibility were also combined to create four quadrants, which were combined with K-means clustering to diagnose existing problems. The results of the study showed that two landscape features, approach and proportion of water area were weaker among the four types of wetland park landscapes. The SBE values of the man-made landscape type were the most significant. Meanwhile, the high enclosure landscape type had a significant sense of rusticity, accentuating the wildness of the plants. It was less aesthetically pleasing and had the poorest landscape visual quality of the four types. This study provides a systematic method for diagnosing landscape problems in wetland parks, evaluating landscape visual quality assessment, and providing theoretical and technical support for urban wetland park renewal and construction.