In recent years, higher education institutions have been under increasing pressure to innovate in teaching, research, and learning methodologies. This longitudinal study adopts a participatory research approach, utilizing photovoice techniques, narrative methodologies, and focus groups to explore student perceptions of innovative pedagogies within a specialized Higher Education Institution (HEI). Spanning three academic semesters and involving 43 students from a variety of disciplines, the research integrates photographs and self-authored narratives as data sources. Interpretative Phenomenological Analysis (IPA), in conjunction with photovoice, facilitated a detailed data analysis, revealing four main clusters of pedagogies viewed as innovative by students: “Hero Pedagogies,” highlighting emotional engagement and storytelling; “Community and Solidarity Pedagogies,” emphasizing community involvement; “Sustainable Green Pedagogies,” focusing on sustainability; and “Technology Enhanced Pedagogies,” which utilize technology to improve learning experiences. Students expressed a strong preference for pedagogical strategies that promote emotional connections and incorporate storytelling, stressing the importance of human interaction in the learning process. They also valued approaches that foster community-centered learning, interdisciplinary methods, and experiential education for tackling broader societal and economic challenges. The role of technology in bridging theory with practical application was also underscored. These findings offer insights into effective pedagogical practices by highlighting student-supported approaches. Integrating these innovative pedagogical clusters can enhance the educational experience for institutions, communities, and learners alike, fostering active engagement in the learning journey.