Is The membrane lying over the lungs is visceral pleura?

The answer is Yes.

The visceral pleura is the serous membrane that covers the lungs. It's located deep to the parietal pleura, which covers the thoracic cavity and the diaphragm. The visceral pleura is responsible for producing pleural fluid, which helps to lubricate the lungs and allow them to move smoothly during breathing.