Toronto Raptors head coach Dwane Casey spent the early portion of the fourth quarter shouting at his players while they squandered a 17-point lead against a weary Houston Rockets team Wednesday night.

Whatever message he had for them was received just in time.

DeMar DeRozan scored 23 points as the Raptors used sizzling first-half shooting and a pivotal fourth-quarter surge to upend the struggling Houston Raptors 116-98.

Toronto established season highs in points and shooting percentage (59.2), but needed more than 3 1/2 quarters to put away a Rockets team that looked worn down following an overtime loss in Boston a night earlier.

The victory came with plenty of blemishes, but what mattered most to Casey was that his players were able to fend off surging Houston and take control of a game that appeared to be slipping away.

"I thought they had us where they wanted us," said Casey. "A team like that, a veteran team, you never relax in those situations ... but I was happy the way our guys bounced back, made a run, got back into it defensively and got out in the open floor, ran and made good decisions."

Casey was apoplectic at times on the sidelines, screaming and throwing up his hands as he watched Houston whittle a 71-54 deficit down to four points with just over seven minutes remaining in the game.

Toronto responded with a 15-2 run capped by a Leandro Barbosa three-point play after he finished off a 3-on-1 break with a strong drive to the hoop. Toronto cruised from there to finish 2-2 on its four-game homestand while sending Houston to its fifth straight loss.

Casey said he was concerned with how the Raptors were moving the ball down the stretch.

"I got up on our guys a little bit at the end because we kind of threw it around when we should have been playing smart, milking it, executing more," he said. "Win, lose or draw, we have to learn each and every time we walk on the floor, and that's what I was imploring our guys to do."

Saddled with one of the youngest rosters in the NBA, the Raptors have seen their share of fourth-quarter leads evaporate. Point guard Jose Calderon, who had 17 points and 12 assists in the win, said he and his teammates approached crunch time with a different attitude against the Rockets.

"We kept our composure, and relaxed and (were) confident," said Calderon. "We've made mistakes with those leads, so today were a little bit more calm ... we executed a little bit better."

One area of concern for Casey was the Rockets' parade to the foul line. Houston went 37-for-44 from the free-throw stripe, and six players had five or more attempts.

"We put them on the free-throw line too many times," said Casey. "We were playing more with our hands instead of our feet."

That was about the only thing that went right for the Rockets, who allowed the Raptors to set season highs in first-half points (58) and field-goal percentage (64.9) and couldn't recover despite their best efforts.

Rockets head coach Kevin McHale refused to use the schedule as an excuse.

"We're playing basketball, we're not doing an eight-hour shift or twelve-hour shift in the mine," McHale said. "We just looked a half step slow. There were loose balls, we didn't get any of them. That just caught up with us."