This study measured and analyzed musical sense objectively, and visualized it to express visual effects as if watching music with the eye. For the visualization of music, we examined the concept of synesthesia and the correlation between hearing and seeing, and reviewed theoretical grounds and a number of cases necessary in reproducing musical sense visually based on synesthetic expression. Furthermore, we studied the visual elements and associated colors of rhythm to prove that visual conception of music through various approaches enable a transitional approach to aesthetic exploration and interpretation. The conclusions drawn from this research are as follows. First, classic music selected for visualization had musical characteristics highly correlated with dress design. Second, basic formative elements suggested as materials of visualization in this study were suitable in their form for expressing the rhythmic sense of music and, because they started from the most basic form, they were effective in extracting design elements. Third, when the result of the questionnaire survey, which was focused on the visualization of the rhythmic sense of the five pieces of classic music, was analyzed from the aspect of sensibility ergonomics, design elements of each piece of music were obtained in an objective and scientific way. Fourth, it was confirmed that common concepts could be derived from intangible elements such as forms and sounds observed in the rhythmic sense of music obtained from the result of the questionnaire survey. Fifth, works were made based on the results of this study and, according to the result, musical images can express sense through dress design and obtain visual effects as if watching music with the eye. Dress desist through the visualization of music in this study was an attempt to suggest that the language of music can be expressed in dress design, a visual formative language, based on synesthetic expression. Through this attempt, we confirmed the infinity of music as motives of dress design and suggested a method of aesthetic expression demanded in contemporary society that is pursuing aesthetic values.