I guess the leaderboard hyperlinks are invalid. A message on the page says “Leaderboard is not released yet” but I can see the leaderboard.
Checkout this page: AIcrowd | Scene Understanding for Autonomous Drone Delivery (SUADD'23) | Leaderboards
Both the leaderboard links point to mono-depth-perception one.