check NDB, HSBC and NTB. You need to remit your salary to their bank. No need of guarantors.
http://www.ndbbank.com/pages/english/individuals/personal_loans.jsp
http://www.nationstrust.com/personal/lend/nations-personal-loan
https://www.hsbc.lk/1/2/personal/lifestyle-loans