Can we get the same result from between partial FFT?
I don't think "separable" means what you think it means – it means that you can implement the 2 DFT as the concatenation of a $N_{rows}$ amount of $N_{columns}$ long DFTs followed by $N_{columns}$ DFTs of length $N_{rows}$.

So, no, your approach is not correct.