Hyseni is a surname. Notable people with the surname include:
- Berat Hyseni (born 1986), Kosovar footballer
- Erald Hyseni (born 1999), Albanian footballer
- Klaudio Hyseni (born 1994), Albanian footballer
- Skënder Hyseni (born 1955), Kosovar Albanian politician