Rethinking Learned Occupancy in Autonomous Active Mapping with Observation-Gated Filtering
An observation-gated filter is introduced that retains completion in insufficiently observed regions and suppresses predictions only after repeated frustum exposure without nearby RGB-D support, which motivates online revision of planner-facing geometry during autonomous intervals between communication windows.