conflicted whether to transfer or not
I am not an expert in neuroscience or BCI. However, I found BP-Endure program where your current school Hunter College is a major partner.

On their web page,


  During the academic year students will work with a research mentor at Hunter or NYU and during the summer in one of the partnering institutions. The BP-ENDURE program selects students from both Hunter College and NYU to participate. Hunter students will receive funding in the form of tuition remission and a stipend during the academic year and will also receive summer funding.


I am not sure why you said the resources in my school seems very tight and my school offers no program in any close proximation. Are you having difficulty getting into that program?

Transferring to another school may cost you a lot than what you'll gain. You may lose the credits you already have and retake courses you have taken plus your financial loss. However, if you have other difficulties with your current school(which you have not mentioned), then transferring may be an option for you.

My advice for you specifically, stay there and study hard, grab any opportunity to enter into the BP-Endure program.

In general, however, if your research area requires resources you don't have in your current school, it's worth considering transferring. You need to weigh on the cost vs. gain. You can either stay in the current school acquiring fundamental knowledge and apply to a graduate school where you would have better resources after you graduate, or transfer to another undergraduate school with much better resources.