Robots outside the lab: under water, on the water, in the air and outdoors on land. Each setting breaks something that works indoors, from cameras that see a few metres under water to drones that carry 27 g of everything.

Concepts

Entities

Datasets, platforms, tools and groups that come up in this subfield: BlueROV2, Doppler velocity logs, Spot, Jackal, Husky, Unitree robots, Jetson. The entity index has the rest.

Open questions

  • How does a vehicle know its pose has gone wrong when the water fools its confidence estimates as well?
  • What is worth sending over an acoustic modem that carries kilobits per second?
  • How much of a ground robot’s perception fits on a 27 g drone?

Papers

Showing 17 of 17 entries
PaperYearVenueDomainThreads
USS-Nav2026arXiv preprintairperception
Wat3R2026ECCV 2026seaperception
Equivariant graph CBF2025arXiv 2025airrobustness
DRACo-SLAM22025arXiv preprintseaperception, robustness
Underwater enhancement and 3D review2025arXiv preprintseaperception
RUSplatting2025BMVC 2025seaperception
Underwater multi-modal spatial perception2025ICRA 2025 Workshop on Field Roboticsseaperception, robustness
MERLION2025ICRA 2025seaperception, long-term
DeNeR pursuit-evasion2025IEEE MRS 2025airrobustness
Range-based integrity monitoring2025IEEE Robotics and Automation Letters 2025airrobustness
Sea-thru distance accuracy2024ACRS 2024seaperception
Opti-acoustic semantic SLAM2024arXiv preprintseaperception, robustness
DM_underwater2023arXiv 2023seaperception
Role-based MADDPG pursuit2023ICRA 2023airrobustness
SOTER2019DSN 2019airrobustness
Crazyflie 2.0 platform2017MMAR 2017airrobustness
Crazyswarm2017ICRA 2017airrobustness
Showing 25 of 25 entries
PaperYearVenueDomainThreads
GS underwater study2026arXiv 2026seaperception, robustness
AGT-CV2026ECCV 2026 Workshops (CDEL)air, landperception
Mapping Pamir2026ICRA 2026sealong-term, perception
Swimm3R2026arXiv 2026seaperception
Benthic long-term localisation2026Frontiers in Robotics and AI 2026sealong-term, perception
Above and Below2026arXiv preprintseaperception
AquaFlow2026arXiv 2026seaperception
MAG-VLAQ2026arXiv preprintair, landperception
AUSLUN2026arXiv preprintsea, airperception
Sonar VFM adaptation2026arXiv preprintseaperception
BatSLAM 2.02026arXiv preprintlandperception
HEROIC2026arXiv preprintair, landperception
RigidShift2026arXiv preprintairrobustness
Underwater metric depth benchmark2025arXiv 2025seaperception, robustness
WaterSplatting20253DV 2025seaperception
Enhancement vs matching2025arXiv 2025seaperception
UW-GS2025WACV 2025seaperception, long-term
AQUA-SLAM2025IEEE T-RO 2025seaperception, robustness
SeaSplat2025ICRA 2025seaperception
Caustics removal via SLAM2024ECCV 2024seaperception
Refractive COLMAP2024IROS 2024seaperception
TURTLMap2024IROS 2024seaperception, robustness
Eiffel Tower dataset2023IJRR 2023sealong-term, perception
SeaThru-NeRF2023CVPR 2023seaperception
Sea-thru2019CVPR 2019seaperception
Showing 42 of 42 entries

Other subfields: perception, mapping and localisation, semantic mapping, planning and navigation, control, robot learning, multi-robot systems, safety and verification, security, Human-robot interaction.