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In condensed matter physics, symmetry profoundly governs the fundamentals of topological matter. The emergence of new topological phase is typically linked to the enrichment of symmetries. Different parity-time symmetry relations distinguish between spinless and spinful physical systems. In spinless systems, creating pseudo-spins can realize fragile topological phase but not break the time-reversal symmetry. Therefore, growing attentions were recently focused on the strong topological phase in spinless systems. Here we break the framework of crystallographic symmetry groups by utilizing the projective symmetry gauge field, to realize the Mirror Chern Insulator in a bilayer twisted Hofstadter model. In experiments, the edge modes were unambiguously observed with odd-shaped boundaries, confirming the strong topological features.The clockwise and anti-clockwise edge states with opposite group velocities were completely separated via an energy drain. In addition, we demonstrate that MCI has robust topological whispering gallery modes. Our work establishes a strong foundation for investigating exotic topological effects arising from the interplays between artificial gauge fields and wave systems. The clockwise and anti-clockwise edge states with opposite group velocities were completely separated via an energy drain. In addition, we demonstrate that MCI has robust topological whispering gallery modes. Our work establishes a strong foundation for investigating exotic topological effects arising from the interplays between artificial gauge fields and wave systems.