This is the Yuen Fat Building on the northern corner of Ferry Street and Nelson Street and can be seen on the following Streetview with the same writing down the side. It's had a change in colour since the film though.
Looking south we can see another building that is still with us, although I can't explain what has happened to some of it - it looks as though some remodeling has occurred. It's the yellow building below and it's called the Kwong Wing Building.
This northern end of it is barely recognisable today because the lower storey windows have all been remodeled and it looks like some of the exterior wall has been removed. However, I can assure you it is the same building.
The car chase moves into Yau Ma Tei territory as the vehicles speed down the road and we get a quick glimpse back up the road where both the Yuen Fat Building and Kwong Wing Building can still be seen.
I'm not sure quite how far down the road this later screen grab was made but I will say that all the buildings on the right hand side have well and truly long gone. Just looking at the Streetview below you will see that the road itself now has the West Kowloon Corridor running over the top of it.
To illustrate how much this place has changed, the following shot from the same road shows the former unfettered view down to the Ferry Point Estate - a familiar set of buildings on this blog - but this view is impossible from ground level these days and the Streetview show that follows had to be grabbed from a spot high up on the flyover and you can only just make out the buildings in the middle - now completely surrounded by all kinds of mess.