The vascular supply of the hip joint is primarily provided by the medial and lateral circumflex femoral arteries, which are branches of the profunda femoris artery, and the obturator artery. This vascular network is crucial for maintaining the health of the femoral head, and disruptions can lead to avascular necrosis.