The 32-year-old Indian was seen protesting outside the ring after losing a bout in which she matched Park blow for blow in the opening round and was markedly more aggressive and precise thereafter.
Sarita, a former Asian champion, fell behind after a rather bizarre turn of events in which Park ended up being the judges' choice despite barely managing to stay in the fight.
After losing the opening round, the Indian came back strongly and her right hand aggressively connected with the Korean's chin through a flurry of well-timed jabs.
Such was the Indian's ferocity that Park resorted to holding to slow down the pace of the bout after being left with a bloodied nose.
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Sarita got her due in the second round which the judges awarded her in a split decision but things took a bizarre turn from there.
Sarita was left in disbelief after the bout was awarded to Park.