I did not know this film, thought it another noir but as one reviewer pointed out … noir had had its time by then, yet the hardbitten French Connection style of movie had not really kicked off … this fits into that inbetween category.
Romance? No … it’s an “actioner” … surprisingly well put together, well acted, with great outdoor establishment shots. Might be worth your time: