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UAV-UGV Landing on Various experimental setups Literature Comparison

1Landing Distance Error (cm)MI + Vision
-0.529.742030.26Mar 9, 2026

Evaluation results

MethodLinks
MI + VisionLocalization Method=MI + Vision, Infrastructure-less=✓, Moving Landing=✗, UAV-UGV Teaming=✗, Field Test=Sim. + Indoor, Nano-UAV=✗2026.031——
MechanicalLocalization Method=Mechanical, Infrastructure-less=✗, Moving Landing=✓, UAV-UGV Teaming=✓, Field Test=Indoor, Nano-UAV=✗2026.034.5——
UWB + MILocalization Method=UWB + MI, Infrastructure-less=✗, Moving Landing=✗, UAV-UGV Teaming=✗, Field Test=Outdoor, Nano-UAV=✗2026.037——
MI localization systemLocalization Method=MI (+UWB), Infrastructure-less=✓, Moving Landing=✓, UAV-UGV Teaming=✓, Field Test=✓, Nano-UAV=✓2026.037.2——
GNSS + UWBLocalization Method=GNSS + UWB, Infrastructure-less=✗, Moving Landing=✗, UAV-UGV Teaming=✗ (static sensors), Field Test=Outdoor, Nano-UAV=✗2026.0310——
UWB ranging (2 UAVs)Localization Method=UWB ranging (2 UAVs), Infrastructure-less=✓, Moving Landing=✗, UAV-UGV Teaming=✓, Field Test=Outdoor, Nano-UAV=✗2026.0314——
GNSS + VisionLocalization Method=GNSS + Vision, Infrastructure-less=✗, Moving Landing=✓, UAV-UGV Teaming=✓, Field Test=Simulation, Nano-UAV=✗2026.0320——
VisionLocalization Method=Vision, Infrastructure-less=✗, Moving Landing=✓, UAV-UGV Teaming=✓ (boat), Field Test=Outdoor, Nano-UAV=✓2026.0320——
UWB + VisionLocalization Method=UWB + Vision, Infrastructure-less=✗, Moving Landing=-, UAV-UGV Teaming=✗, Field Test=Indoor, Nano-UAV=✓2026.0330——
UWBLocalization Method=UWB, Infrastructure-less=✓, Moving Landing=-, UAV-UGV Teaming=✗, Field Test=Indoor, Nano-UAV=✓2026.0339——
VisionLocalization Method=Vision, Infrastructure-less=✓, Moving Landing=✓, UAV-UGV Teaming=✗, Field Test=Sim. + Indoor, Nano-UAV=✓2026.03——80
Vision + motionLocalization Method=Vision + motion, Infrastructure-less=✓, Moving Landing=✓, UAV-UGV Teaming=✗, Field Test=Simulation, Nano-UAV=✗2026.03—5—