Pakistan passport holder studying PhD in Spain

Hi,
I am a PhD student in Barcelona. I have a Pakistani passport & require F- visa for 5 days to attend a conference. I have a NIE and an invitation letter from Conference organizers. Can I apply at Madrid application center without going back to Pakistan?