Marriage Penalty Relief Extension Act of 2004 - Amends the Internal Revenue Code to eliminate for taxable year 2005: (1) the scheduled reduction of the standard deduction for married taxpayers filing joint returns; and (2) the scheduled reduction of the taxable income threshold amount for qualifying such married taxpayers for the 15 percent tax bracket.