SHALLOW WATER BATHYMETRY MAPPING FROM UAV IMAGERY BASED ON MACHINE LEARNING

46 citations as recorded by crossref.

1. Concept of an Innovative Autonomous Unmanned System for Bathymetric Monitoring of Shallow Waterbodies (INNOBAT System) M. Specht et al. 10.3390/en14175370
2. Integration of Photogrammetric and Spectral Techniques for Advanced Drone-Based Bathymetry Retrieval Using a Deep Learning Approach E. Alevizos et al. 10.3390/rs14174160
3. Methodology for performing bathymetric measurements of shallow waterbodies using an UAV, and their processing based on the SVR algorithm B. Szostak et al. 10.1016/j.measurement.2023.113720
4. Geomorphometric analysis of nearshore sedimentary bedforms from high-resolution multi-temporal satellite-derived bathymetry E. Alevizos et al. 10.1080/10106049.2021.2007296
5. Precision Landing Tests of Tethered Multicopter and VTOL UAV on Moving Landing Pad on a Lake C. Kownacki et al. 10.3390/s23042016
6. Coupling of Dual Channel Waveform ALS and Sonar for Investigation of Lake Bottoms and Shore Zones J. Chormański et al. 10.3390/rs13091833
7. Creating an Autonomous Hovercraft for Bathymetric Surveying in Extremely Shallow Water (<1 m) M. Troup et al. 10.3390/s23177375
8. Correcting Image Refraction: Towards Accurate Aerial Image-Based Bathymetry Mapping in Shallow Waters P. Agrafiotis et al. 10.3390/rs12020322
9. Methodology for Creating a Digital Bathymetric Model Using Neural Networks for Combined Hydroacoustic and Photogrammetric Data in Shallow Water Areas M. Łącka & J. Łubczonek 10.3390/s24010175
10. Simulating a Hybrid Acquisition System for UAV Platforms B. Alsadik et al. 10.3390/drones6110314
11. Comparative assessment of bathymetric methods using unmanned aerial vehicle (UAV) high-resolution multispectral imaging S. Viaña-Borja et al. 10.1016/j.coastaleng.2025.104854
12. Integration Data Model of the Bathymetric Monitoring System for Shallow Waterbodies Using UAV and USV Platforms O. Lewicka et al. 10.3390/rs14164075
13. Refraction-Aware Structure from Motion for Airborne Bathymetry A. Makris et al. 10.3390/rs16224253
14. Extracting Shallow-Water Bathymetry from Lidar Point Clouds Using Pulse Attribute Data: Merging Density-Based and Machine Learning Approaches K. Lowell & B. Calder 10.1080/01490419.2021.1925790
15. Analysis of Methods for Determining Shallow Waterbody Depths Based on Images Taken by Unmanned Aerial Vehicles M. Specht et al. 10.3390/s22051844
16. Comparative Analysis of Unmanned Aerial Vehicles Used in Photogrammetric Surveys M. Specht et al. 10.12716/1001.17.02.21
17. Seven Good Reasons for Integrating Terrestrial and Marine Spatial Datasets in Changing Environments M. Prampolini et al. 10.3390/w12082221
18. Concept of an Innovative System for Dimensioning and Predicting Changes in the Coastal Zone Topography Using UAVs and USVs (4DBatMap System) O. Specht et al. 10.3390/electronics12194112
19. High resolution optical and acoustic remote sensing datasets of the Puck Lagoon Ł. Janowski et al. 10.1038/s41597-024-03199-y
20. Highlighting the Use of UAV to Increase the Resilience of Native Hawaiian Coastal Cultural Heritage K. Steward et al. 10.3390/rs16122239
21. DepthLearn: Learning to Correct the Refraction on Point Clouds Derived from Aerial Imagery for Accurate Dense Shallow Water Bathymetry Based on SVMs-Fusion with LiDAR Point Clouds P. Agrafiotis et al. 10.3390/rs11192225
22. On the origin of a remote mountainous natural reserve: Insights from a topo-bathymetry reconstruction of the glacial lake of Truchillas (NW Spain) J. Fernández-Lozano & R. Andrés-Bercianos 10.1016/j.quaint.2020.02.004
23. Underwater Cultural Heritage Documentation Using Photogrammetry A. Calantropio & F. Chiabrando 10.3390/jmse12030413
24. Beach slope distribution mapping using UAV in the Cirebon coastal area U. Abdurrahman et al. 10.1051/e3sconf/202132401006
25. Numerical Imaging of the Seabed and Acoustic Flares with Topography and Velocity Variance S. Cheong et al. 10.3390/rs14184652
26. Bringing Bathymetry LiDAR to Coastal Zone Assessment: A Case Study in the Southern Baltic P. Tysiac 10.3390/rs12223740
27. Using UAVs and Photogrammetry in Bathymetric Surveys in Shallow Waters A. Del Savio et al. 10.3390/app13063420
28. Satellite‐Derived Bathymetry in Dynamic Coastal Geomorphological Environments Through Machine Learning Algorithms M. Ashphaq et al. 10.1029/2024EA003554
29. Satellite-Derived Bathymetry Using Sentinel-2 and Airborne Hyperspectral Data: A Deep Learning Approach with Adaptive Interpolation S. Lee et al. 10.3390/rs17152594
30. The approach to UAV image acquisition and processing for very shallow water mapping P. Kujawa et al. 10.1016/j.jag.2025.104604
31. Development and Evaluation of a Tethered Class C3 Hexacopter in Maritime Conditions on the Helipad of a Ferry C. Kownacki et al. 10.3390/app13169396
32. Quantification of Nearshore Sandbar Seasonal Evolution Based on Drone Pseudo-Bathymetry Time-Lapse Data E. Alevizos 10.3390/rs16234551
33. Emerging Sensor Platforms Allow for Seagrass Extent Mapping in a Turbid Estuary and from the Meadow to Ecosystem Scale J. Krause et al. 10.3390/rs13183681
34. Global Satellite-Based Coastal Bathymetry from Waves R. Almar et al. 10.3390/rs13224628
35. Advancing climate change Research: Robust methodology for precise mapping of sea level rise using satellite-derived bathymetry and the google Earth Engine API M. Ashphaq et al. 10.1016/j.rsase.2025.101557
36. Method for determining of shallow water depths based on data recorded by UAV/USV vehicles and processed using the SVR algorithm M. Specht et al. 10.1016/j.measurement.2023.113437
37. Determination of the Minimum Safe Distance between a USV and a Hydro-Engineering Structure in a Restricted Water Region Sounding A. Makar 10.3390/en15072441
38. Structure-from-Motion on shallow reefs and beaches: potential and limitations of consumer-grade drones to reconstruct topography and bathymetry C. David et al. 10.1007/s00338-021-02088-9
39. Learning from Synthetic Data: Enhancing Refraction Correction Accuracy for Airborne Image-Based Bathymetric Mapping of Shallow Coastal Waters P. Agrafiotis et al. 10.1007/s41064-021-00144-1
40. Analysis of Very High Spatial Resolution Images for Automatic Shoreline Extraction and Satellite-Derived Bathymetry Mapping G. Randazzo et al. 10.3390/geosciences10050172
41. A novel strategy of full-waveform light detection and ranging bathymetry based on spatial gram angle difference field conversion and deep-learning network architecture Y. Chen et al. 10.1016/j.rse.2025.114615
42. Under-Canopy Drone 3D Surveys for Wild Fruit Hotspot Mapping P. Trybała et al. 10.3390/drones8100577
43. A Method for Developing a Digital Terrain Model of the Coastal Zone Based on Topobathymetric Data from Remote Sensors M. Specht & M. Wiśniewska 10.3390/rs16244626
44. Lake depth inversion based on UAV and Sentinel-2 data Y. Liu et al. 10.1007/s12145-024-01628-5
45. Assessment of the Steering Precision of a UAV along the Flight Profiles Using a GNSS RTK Receiver O. Lewicka et al. 10.3390/rs14236127
46. A Review of Image- and LiDAR-Based Mapping of Shallow Water Scenarios P. Kujawa & F. Remondino 10.3390/rs17122086