Attitudes towards accents are based more on social connotations and prejudices surrounding the location or social group associated with that accent than on the sound itself.
American speakers who don't recognise a Brummie accent and know nothing about Birmingham, don't find it unpleasant at all. UK speakers have been shown to disagree.
American speakers who recognise a London accent identify the sounds as highly attractive.