120 citations as recorded by crossref.

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2. Sensing Flooded Roads to Support Roadway Mobility during Flooding: A Web-Based Tool and Insights from Needs Assessment Interviews P. Panakkal et al. 10.1061/NHREFO.NHENG-1753
3. A Drone‐Borne Method to Jointly Estimate Discharge and Manning's Roughness of Natural Streams F. Bandini et al. 10.1029/2020WR028266
4. The potential of proxy water level measurements for calibrating urban pluvial flood models M. Moy de Vitry & J. Leitão 10.1016/j.watres.2020.115669
5. KNN Local Linear Regression for Demarcating River Cross-Sections with Point Cloud Data from UAV Photogrammetry URiver-X T. Lee et al. 10.3390/rs16101820
6. Photogrammetry for Free Surface Flow Velocity Measurement: From Laboratory to Field Measurements H. Trieu et al. 10.3390/w13121675
7. Spatiotemporal Derivation of Intermittent Ponding in a Maize–Soybean Landscape from Planet Labs CubeSat Images R. Paul et al. 10.3390/rs12121942
8. Hyper-resolution 1D-2D urban flood modelling using LiDAR data and hybrid parallelization S. Noh et al. 10.1016/j.envsoft.2018.02.008
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10. Determine stormwater pond geometrics and hydraulics using remote sensing technologies: A comparison between airborne-LiDAR and UAV-photogrammetry field validation against RTK-GNSS G. Zhao et al. 10.2166/hydro.2023.178
11. Waterlogging Assessment of Chinese Ancient City Sites Considering Microtopography: A Case Study of the PuZhou Ancient City Site, China X. Chai et al. 10.3390/rs14174417
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13. Drone-Based Optical Measurements of Heterogeneous Surface Velocity Fields around Fish Passages at Hydropower Dams D. Strelnikova et al. 10.3390/rs12030384
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15. Drones in urban stormwater management: a review and future perspectives W. McDonald 10.1080/1573062X.2019.1687745
16. Considerations When Applying Large-Scale PIV and PTV for Determining River Flow Velocity M. Jolley et al. 10.3389/frwa.2021.709269
17. Unmanned Aerial Systems-Aided Post-Flood Peak Discharge Estimation in Ephemeral Streams E. Andreadakis et al. 10.3390/rs12244183
18. Understanding the Use of Heterogenous Data in Tackling Urban Flooding: An Integrative Literature Review M. Ren et al. 10.3390/w14142160
19. Coarse-to-fine variational inference with physics-informed deep learning for complex fluid motion estimation L. Wei et al. 10.1103/84z4-ccxb
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21. Metrics for the Quantification of Seeding Characteristics to Enhance Image Velocimetry Performance in Rivers S. Dal Sasso et al. 10.3390/rs12111789
22. A Low-Power High-Accuracy Urban Waterlogging Depth Sensor Based on Millimeter-Wave FMCW Radar H. Shui et al. 10.3390/s22031236
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27. A Method for Analysis of Spatial Uncertainty in Image Based Surface Velocimetry S. Schweitzer & E. Cowen 10.3389/frwa.2022.744278
28. Quantifying and Reducing the Operator Effect in LSPIV Discharge Measurements G. Bodart et al. 10.1029/2023WR034740
29. An integrated GPU-accelerated modeling framework for high-resolution simulations of rural and urban flash floods A. Buttinger-Kreuzhuber et al. 10.1016/j.envsoft.2022.105480
30. Automatic Image‐Based Water Stage Measurement for Long‐Term Observations in Ungauged Catchments A. Eltner et al. 10.1029/2018WR023913
31. Streamflow Observations From Cameras: Large‐Scale Particle Image Velocimetry or Particle Tracking Velocimetry? F. Tauro et al. 10.1002/2017WR020848
32. Using Noncontact Measurement of Water Surface Dynamics to Estimate River Discharge G. Dolcetti et al. 10.1029/2022WR032829
33. pykitPIV: A framework for flexible and reproducible virtual training of machine learning models in optical velocimetry K. Zdybał et al. 10.1016/j.softx.2025.102356
34. Linking the Remote Sensing of Geodiversity and Traits Relevant to Biodiversity—Part II: Geomorphology, Terrain and Surfaces A. Lausch et al. 10.3390/rs12223690
35. Airborne Feature Matching Velocimetry for surface flow measurements in rivers L. Cao et al. 10.1080/00221686.2020.1818309
36. Mediterranean intermittent rivers and ephemeral streams: Challenges in monitoring complexity A. Borg Galea et al. 10.1002/eco.2149
37. Drone-Based Geological Heritage Conservation and Exploration: Insights from Copper UNESCO Geopark R. Zhang et al. 10.1007/s12371-024-01005-0
38. Uncertainty Analysis for Image-Based Streamflow Measurement: The Influence of Ground Control Points W. Liu et al. 10.3390/w15010123
39. The use of unmanned aerial vehicles in flood hazard assessment E. Karamuz et al. 10.1111/jfr3.12622
40. Enhancing the Monitoring Protocols of Intermittent Flow Rivers with UAV-Based Optical Methods to Estimate the River Flow and Evaluate Their Environmental Status P. Koutalakis et al. 10.35534/dav.2023.10006
41. Cyber-attacks on unmanned aerial system networks: Detection, countermeasure, and future research directions M. Riahi Manesh & N. Kaabouch 10.1016/j.cose.2019.05.003
42. Enabling Image-Based Streamflow Monitoring at the Edge F. Tosi et al. 10.3390/rs12122047
43. Low-cost stage-camera system for continuous water-level monitoring in ephemeral streams S. Noto et al. 10.1080/02626667.2022.2079415
44. Research on Estimating Water Storage of Small Lake Based on Unmanned Aerial Vehicle 3D Model P. Duan et al. 10.1134/S0097807821050109
45. Robust water level measurement method based on computer vision D. Zhang & J. Tong 10.1016/j.jhydrol.2023.129456
46. floodX: urban flash flood experiments monitored with conventional and alternative sensors M. Moy de Vitry et al. 10.5194/essd-9-657-2017
47. Application of unmanned aerial vehicles in earth resources monitoring: focus on evaluating potentials for forest monitoring in Ethiopia H. Berie & I. Burud 10.1080/22797254.2018.1432993
48. Public acceptance of drones: Knowledge, attitudes, and practice B. Aydin 10.1016/j.techsoc.2019.101180
49. VISION: VIdeo StabilisatION using automatic features selection for image velocimetry analysis in rivers A. Pizarro et al. 10.1016/j.softx.2022.101173
50. A Review on the Video-Based River Discharge Measurement Technique M. Chen et al. 10.3390/s24144655
51. Unsupervised image velocimetry for automated computation of river flow velocities M. Perks et al. 10.5194/hess-29-3727-2025
52. Research Progress on River Discharge Measurement Method Based on Image Recognition Technology 华. 陈 10.12677/jwrr.2024.133036
53. Evaluating Image Tracking Approaches for Surface Velocimetry With Thermal Tracers D. Lin et al. 10.1029/2018WR024507
54. Identifying the optimal spatial distribution of tracers for optical sensing of stream surface flow A. Pizarro et al. 10.5194/hess-24-5173-2020
55. Technical Note: Flow velocity and discharge measurement in rivers using terrestrial and unmanned-aerial-vehicle imagery A. Eltner et al. 10.5194/hess-24-1429-2020
56. Demonstrating the value of community-based (‘citizen science’) observations for catchment modelling and characterisation E. Starkey et al. 10.1016/j.jhydrol.2017.03.019
57. Assessing the Optimal Stage-Cam Target for Continuous Water Level Monitoring in Ephemeral Streams: Experimental Evidence F. Tauro et al. 10.3390/rs14236064
58. Risk Propagation in Spate Irrigation Systems: A Case Study from Sudan E. Fadul et al. 10.1002/ird.2218
59. A comprehensive overview on UAV-based applications for flood management D. Tuyet Minh 10.1088/1361-6501/adf871
60. sUAS-Based Remote Sensing of River Discharge Using Thermal Particle Image Velocimetry and Bathymetric Lidar P. Kinzel & C. Legleiter 10.3390/rs11192317
61. KLT-IV v1.0: image velocimetry software for use with fixed and mobile platforms M. Perks 10.5194/gmd-13-6111-2020
62. Can the 2D shallow water equations model flow intrusion into buildings during urban floods? B. Dewals et al. 10.1016/j.jhydrol.2023.129231
63. Measurements and Observations in the XXI century (MOXXI): innovation and multi-disciplinarity to sense the hydrological cycle F. Tauro et al. 10.1080/02626667.2017.1420191
64. How computer vision can facilitate flood management: A systematic review U. Iqbal et al. 10.1016/j.ijdrr.2020.102030
65. From PIV to LSPIV: Harnessing deep learning for environmental flow velocimetry J. Tlhomole et al. 10.1016/j.jhydrol.2024.132446
66. On the Accuracy of Particle Image Velocimetry with Citizen Videos—Five Typical Case Studies E. Rozos et al. 10.3390/hydrology9050072
67. Development of drone-type float for surface-velocity measurement in rivers M. Sanjou et al. 10.1007/s10652-022-09874-1
68. Testing UAV-derived topography for hydraulic modelling in a tropical environment M. Mazzoleni et al. 10.1007/s11069-020-03963-4
69. Calibrated river-level estimation from river cameras using convolutional neural networks R. Vandaele et al. 10.1017/eds.2023.6
70. Capturing the Diurnal Cycle of Land Surface Temperature Using an Unmanned Aerial Vehicle Y. Malbéteau et al. 10.3390/rs10091407
71. Characteristics of Indoor Flood Fatalities: Evidence from Greece M. Diakakis & K. Papagiannaki 10.3390/su13158612
72. Discharge Estimation Using Video Recordings from Small Unoccupied Aircraft Systems J. Duan et al. 10.1061/JHEND8.HYENG-13591
73. Extraction of Urban Waterlogging Depth from Video Images Using Transfer Learning J. Jiang et al. 10.3390/w10101485
74. An integrated approach of flash flood analysis in ungauged Mediterranean watersheds using post‐flood surveys and unmanned aerial vehicles A. Kastridis et al. 10.1002/hyp.13913
75. Advancing river flow monitoring with small uncrewed aircraft and simulation-driven development M. Dille et al. 10.3389/frsen.2025.1520963
76. Modeling Debris Flow Events in the Rio Inferno Watershed (Italy) Through UAV-Based Geomorphological Survey and Rainfall Data Analysis L. Turbessi et al. 10.3390/s25071980
77. SSIMS-Flow: Image velocimetry workbench for open-channel flow rate estimation R. Ljubičić et al. 10.1016/j.envsoft.2023.105938
78. A Novel Power Distribution Network Assessment Approach Using Drones Considering Wireless Charging N. Ahmadian et al. 10.1109/JSYST.2021.3110261
79. A Low-Cost, UAV-Based, Methodological Approach for Morphometric Analysis of Belci Lake Dam Breach, Romania A. Enea et al. 10.3390/w15091655
80. Forensic analysis of flash flood response M. Borga et al. 10.1002/wat2.1338
81. Experimental and Numerical Study of the Effect of Model Geometric Distortion on Laboratory Modeling of Urban Flooding X. Li et al. 10.1029/2021WR029666
82. Unmanned Aerial Vehicles in Hydrology and Water Management: Applications, Challenges, and Perspectives B. Acharya et al. 10.1029/2021WR029925
83. On the Use of Unmanned Aerial Systems for Environmental Monitoring S. Manfreda et al. 10.3390/rs10040641
84. PTV-Stream: A simplified particle tracking velocimetry framework for stream surface flow monitoring F. Tauro et al. 10.1016/j.catena.2018.09.009
85. A review of remote sensing of flood monitoring and assessment in southern Africa C. Shoko & T. Dube 10.1016/j.pce.2024.103796
86. Geoscientists in the Sky: Unmanned Aerial Vehicles Responding to Geohazards R. Antoine et al. 10.1007/s10712-020-09611-7
87. Bildbasierte Durchflussmessverfahren für das Monitoring von Hochwasserereignissen I. Hansen et al. 10.1007/s35147-023-1871-x
88. Large-Scale Particle Image Velocimetry to Measure Streamflow from Videos Recorded from Unmanned Aerial Vehicle and Fixed Imaging System W. Liu et al. 10.3390/rs13142661
89. Safer this way: Identifying flooded roads for facilitating mobility during floods P. Panakkal et al. 10.1016/j.jhydrol.2023.130100
90. Stereo-imaging LSPIV (SI-LSPIV) for 3D water surface reconstruction and discharge measurement in mountain river flows W. Li et al. 10.1016/j.jhydrol.2019.124099
91. Probabilistic Evaluation and Filtering of Image Velocimetry Measurements E. Rozos et al. 10.3390/w13162206
92. A comparison of tools and techniques for stabilising unmanned aerial system (UAS) imagery for surface flow observations R. Ljubičić et al. 10.5194/hess-25-5105-2021
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94. Remote Sensing Analysis of Geologic Hazards D. Giordan et al. 10.3390/rs14194818
95. Combining hydroacoustics and large-scale particle image velocimetry: Flow dynamics at Hiitolanjoki River restoration site in Southeast Finland K. Schlobies et al. 10.1016/j.ejrh.2025.102291
96. Spatiotemporal Investigation of Event-Driven Sedimentation in a Tidally Influenced Shipyard by Air and Waterborne Observations O. Lojek et al. 10.1061/(ASCE)WW.1943-5460.0000572
97. Rapid Detection of the Change in Surface Flow Patterns Near Fish Passages at Hydropower Dams With the Use of UAS Based Videos Under Controlled Discharge Conditions D. Strelnikova et al. 10.3389/frsen.2022.798973
98. Synthetic River Flow Videos for Evaluating Image‐Based Velocimetry Methods G. Bodart et al. 10.1029/2022WR032251
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100. Automatic Estimation of Urban Waterlogging Depths from Video Images Based on Ubiquitous Reference Objects J. Jiang et al. 10.3390/rs11050587
101. Optical Tracking Velocimetry (OTV): Leveraging Optical Flow and Trajectory-Based Filtering for Surface Streamflow Observations F. Tauro et al. 10.3390/rs10122010
102. Reviews and syntheses: Variable inundation across Earth's terrestrial ecosystems J. Stegen et al. 10.5194/bg-22-995-2025
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108. More eyes on the road: Sensing flooded roads by fusing real-time observations from public data sources P. Panakkal & J. Padgett 10.1016/j.ress.2024.110368
109. Deep Learning Semantic Segmentation for Water Level Estimation Using Surveillance Camera N. Muhadi et al. 10.3390/app11209691
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113. Hydro‐morphological mapping of river reaches using videos captured with UAS A. Eltner et al. 10.1002/esp.5205
114. Numerical Insights Into the Effects of Model Geometric Distortion in Laboratory Experiments of Urban Flooding X. Li et al. 10.1029/2019WR026774
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120. Monitoring Water Diversity and Water Quality with Remote Sensing and Traits A. Lausch et al. 10.3390/rs16132425