Foster rushed for 542 yards in eight games before going on injured reserve and undergoing back surgery.
Brown, 27, broke his leg in each of the past two seasons.
He averaged 5.3 yards per carry during the 2012 season, but was limited to 3.5 yards per carry last season.
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Aaron Wilson covers the Ravens for The Baltimore Sun