I have 2 45mm headphones here and while there are some similarities, there is much that separates them. None of them have bass problems and they are both open. Ones goes audibly down to ~25Hz, while the other goes down to ~35Hz. I also have a 50mm headphone here that goes down to ~20Hz but then I have a 70mm headphone that barely reaches into ~35Hz...
It is true that the 70mm does bass in a way that's more spacious and enveloping, but it has less impact than either of the smaller drivers...
What I am hinting at that beside the size, things like damping, enclosure, rigidity and said openness make much more of a difference than the size.
I've owned large planar drivers, the likes of Ether and HE1000, which measure close to 80mm over 100mm in size respectively, yet I don't feel the smaller drivers giive up much in bass... On the contrary, there are things I actually prefer with them, like the impressive bass impact, presence and tightness that they have. I believe the ratio is harder to maintain the bigger a driver gets as it can be more challenging to control large mass, despite it "pushing more air"