Are you talking about the PPP (Payroll Protection Program)? 

Yes, a self-employed business owner is eligible.  In general, the loan qualification is based on 2019 Schedule C profit on Line 31.  Other rules may apply if it is a new business.  Check for Q&A documentation for Independent contractors and self-employed individuals on SBA.gov.  

Also, apply fast at a local bank, smaller community banks are best.  The funds won't last long.