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UAV Navigation (Simulation and Real-world)

99Success RateSplat-Nav
37.6453.5769.585.43Feb 6, 2026

Evaluation results

MethodLinks
Splat-NavSensor=Monocular, Observation=RGB, Environment=Indoor, Random Light=false, Simulation=false2026.0299—
DifferentiableSensor=RGB-D Camera, Observation=Depth Image, Environment=Indoor & Outdoor, Simulation=false2026.0290—
FPCRLSensor=LiDAR, Observation=Point Cloud, Environment=Indoor & Outdoor, Simulation=false2026.0280—
NavRLSensor=RGB-D Camera, Observation=Depth Image, Environment=Indoor, Simulation=true2026.0280—
FlyingSensor=Monocular, Observation=RGB, Environment=Indoor, Random Light=false, Simulation=false2026.0280—
OursSensor=Monocular, Observation=RGB, Environment=Outdoor, Random Light=true, Simulation=false2026.0280—
ReinforcementSensor=RGB-D Camera, Observation=Depth Image, Environment=Indoor, Simulation=false2026.0270—
MAVRLSensor=RGB-D Camera, Observation=Depth Image, Environment=Indoor, Simulation=true2026.0260—
SeeingSensor=Monocular, Observation=Optical Flow, Environment=Indoor & Outdoor, Random Light=false, Simulation=false2026.0260—
CAD2RLSensor=Monocular, Observation=RGB, Environment=Indoor, Random Light=false, Simulation=true2026.0240—