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Kirmse is the family name of the following people:
- Carl L. Kirmse (1888–1982), German film architect
- Emil Kirmse (* 1913), German cyclist and cycling trainer
- Fritz Kirmse (* 1912), German violinist
- Johannes Kirmse (1876–1930), German football pioneer and sports official
- Reinhard Kirmse (* 20th century), German chemist
- Wolfgang Kirmse (* 1930), German chemist