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
- Underwater perception: light, navigation and reconstruction under water.
- Aerial swarms: small drones, spoofing and safe flight.
- Singapore scenarios: sea, air and land around Singapore.
- Collaborative SLAM, filed under multi-robot systems.
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
| Paper | Year | Venue | Domain | Threads |
|---|---|---|---|---|
| USS-Nav | 2026 | arXiv preprint | air | perception |
| Wat3R | 2026 | ECCV 2026 | sea | perception |
| Equivariant graph CBF | 2025 | arXiv 2025 | air | robustness |
| DRACo-SLAM2 | 2025 | arXiv preprint | sea | perception, robustness |
| Underwater enhancement and 3D review | 2025 | arXiv preprint | sea | perception |
| RUSplatting | 2025 | BMVC 2025 | sea | perception |
| Underwater multi-modal spatial perception | 2025 | ICRA 2025 Workshop on Field Robotics | sea | perception, robustness |
| MERLION | 2025 | ICRA 2025 | sea | perception, long-term |
| DeNeR pursuit-evasion | 2025 | IEEE MRS 2025 | air | robustness |
| Range-based integrity monitoring | 2025 | IEEE Robotics and Automation Letters 2025 | air | robustness |
| Sea-thru distance accuracy | 2024 | ACRS 2024 | sea | perception |
| Opti-acoustic semantic SLAM | 2024 | arXiv preprint | sea | perception, robustness |
| DM_underwater | 2023 | arXiv 2023 | sea | perception |
| Role-based MADDPG pursuit | 2023 | ICRA 2023 | air | robustness |
| SOTER | 2019 | DSN 2019 | air | robustness |
| Crazyflie 2.0 platform | 2017 | MMAR 2017 | air | robustness |
| Crazyswarm | 2017 | ICRA 2017 | air | robustness |
| Paper | Year | Venue | Domain | Threads |
|---|---|---|---|---|
| GS underwater study | 2026 | arXiv 2026 | sea | perception, robustness |
| AGT-CV | 2026 | ECCV 2026 Workshops (CDEL) | air, land | perception |
| Mapping Pamir | 2026 | ICRA 2026 | sea | long-term, perception |
| Swimm3R | 2026 | arXiv 2026 | sea | perception |
| Benthic long-term localisation | 2026 | Frontiers in Robotics and AI 2026 | sea | long-term, perception |
| Above and Below | 2026 | arXiv preprint | sea | perception |
| AquaFlow | 2026 | arXiv 2026 | sea | perception |
| MAG-VLAQ | 2026 | arXiv preprint | air, land | perception |
| AUSLUN | 2026 | arXiv preprint | sea, air | perception |
| Sonar VFM adaptation | 2026 | arXiv preprint | sea | perception |
| BatSLAM 2.0 | 2026 | arXiv preprint | land | perception |
| HEROIC | 2026 | arXiv preprint | air, land | perception |
| RigidShift | 2026 | arXiv preprint | air | robustness |
| Underwater metric depth benchmark | 2025 | arXiv 2025 | sea | perception, robustness |
| WaterSplatting | 2025 | 3DV 2025 | sea | perception |
| Enhancement vs matching | 2025 | arXiv 2025 | sea | perception |
| UW-GS | 2025 | WACV 2025 | sea | perception, long-term |
| AQUA-SLAM | 2025 | IEEE T-RO 2025 | sea | perception, robustness |
| SeaSplat | 2025 | ICRA 2025 | sea | perception |
| Caustics removal via SLAM | 2024 | ECCV 2024 | sea | perception |
| Refractive COLMAP | 2024 | IROS 2024 | sea | perception |
| TURTLMap | 2024 | IROS 2024 | sea | perception, robustness |
| Eiffel Tower dataset | 2023 | IJRR 2023 | sea | long-term, perception |
| SeaThru-NeRF | 2023 | CVPR 2023 | sea | perception |
| Sea-thru | 2019 | CVPR 2019 | sea | perception |
Other subfields: perception, mapping and localisation, semantic mapping, planning and navigation, control, robot learning, multi-robot systems, safety and verification, security, Human-robot interaction.