I would say they don't have much difference. But "I am walking in the room". and "I am walking into the room" can mean differently.
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To or into?
She chased the fox into the Kitchen. The animal escaped and went into / to (?) the sitting room.
Her friends arrived and it escaped to / into (?) the garden.
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