Homeowners continued their rush to refinance, as mortgage rates jumped even higher last week.

The new highs seem to be sending a message that this is the last chance for most borrowers to benefit from a refinance.

Total mortgage application volume rose 2.9 percent last week compared with the previous week, according to the Mortgage Bankers Association's seasonally adjusted index. Volume was 15.5 percent lower than the same week one year ago, when interest rates were nearly a full percentage point lower.

Applications to refinance a home loan increased 3 percent from the previous week but were still 34.5 percent lower than the same week one year ago. Interest rates have been so low for so long that most homeowners who are eligible have already refinanced to near record-low rates.

Read more in CNBC.