The Bobcats extended their club record skid by allowing Minnesota to shoot 58 percent from the field in the second half. Love scored 10 points in a game- changing third quarter, while Pekovic scored 15 after halftime to help snap a four-game losing streak.
"We lost four games in a row, so it was really important for us [to win]," Pekovic said.
The Bobcats led by as many as nine in the first quarter and held a 48-46 halftime lead before falling apart late in the third.
Tied at 66 following a D.J. Augustin layup, Ricky Rubio made a jumper to begin a quarter-ending run of 10 unanswered points for Minnesota.
J.J. Barea drained a three-pointer during the run, then hit another from behind the arc five minutes into the fourth to extend the difference to 89-70.
Minnesota led by double figures the rest of the way.
"We missed too many layups in the first half," Bobcats head coach Paul Silas said. "In the second half we stopped pushing it and started jacking it up."
The Bobcats have not won since beating Golden State on January 14...Augustin, who had been out since January 22 with a toe injury, scored nine points in 23 1/2 minutes off the bench...Barea finished with 12 points and eight assists, while Rubio had seven helpers to make up for a 2-for-7 shooting effort...Boris Diaw logged 14 points, nine rebounds and seven assists in defeat.