Yes. In case you have a joint home loan with your spouse, both you and your spouse can claim home loan tax benefits individually, provided that you are co-owners of the property. The deductions are applicable as per the amounts paid by you and your spouse respectively towards the joint home loan repayment.
This includes a maximum of INR 2 lakhs per annum under section 24 of the Income Tax Act for the interest paid on home loans and INR 1.5 lakhs per annum on the home loan's principal repayment under section 80C.