The label looks off because you're using a small font.

InputLabelProps: {
  sx: {
    fontSize: '13px',
    top: '50%',
    transform: 'translateY(-50%)',
    '&.MuiInputLabel-shrink': {
      top: 0,
      transform: 'translateY(0)',
    },
  },
},