couldn't help but burst out laughingDescribes unintentionally bursting into laughter, often in response to something funny or amusing. しまった adds a sense that it happened despite the speaker's intentions, sometimes with mild embarrassment or regret.
JA: その写真を見て、思わず吹き出してしまった。
EN: I couldn't help but burst out laughing when I saw that photo.