I know walking down the street, I met my old friend is much better.
I just wonder if the sentence is grammatically incorrect, or it's acceptable like in the case of passive participles as below.
e.g. Being surprised at the news, I couldn't say a word.
Surprised at the news, I couldn't say a word.