research papers

Albumentations in Geospatial and Earth observation research

Used in 259 research papers

Satellite, aerial, remote-sensing, mapping, and Earth-observation imagery.

Aerial view of a winding stream crossing a green wetland — Photo: Tom Fisk on Pexels

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Most-cited research papers

Showing the top 100

#1
Generative adversarial networks (GANs) for image augmentation in agriculture: A systematic review
2022
359 citations
#2
FCCDN: Feature constraint network for VHR image change detection
2022
229 citations
#3
TINYCD: a (not so) deep learning model for change detection
2022
137 citations
#4
A Deep Learning Based Object Identification System for Forest Fire Detection
2021
103 citations
#5
Flood Detection Using Real-Time Image Segmentation from Unmanned Aerial Vehicles on Edge-Computing Platform
2022
97 citations
#6
Robust deep learning-based semantic organ segmentation in hyperspectral images
2022
92 citations
#7
Exchanging Dual-Encoder–Decoder: A New Strategy for Change Detection With Semantic Guidance and Spatial Localization
2023
91 citations
#8
Sea Ice Classification of SAR Imagery Based on Convolution Neural Networks
2021
91 citations
#9
InsPLAD: A Dataset and Benchmark for Power Line Asset Inspection in UAV Images
2023
79 citations
#10
DAugNet: Unsupervised, Multisource, Multitarget, and Life-Long Domain Adaptation for Semantic Segmentation of Satellite Images
2020
77 citations
#11
Deep Learning for Regular Change Detection in Ukrainian Forest Ecosystem With Sentinel-2
2020
77 citations
#12
Maize tassel detection with CA-YOLO for UAV images in complex field environments
2024
68 citations
#13
U-Net Ensemble for Enhanced Semantic Segmentation in Remote Sensing Imagery
2024
68 citations
#14
Deep Learning-Based Weed Detection Using UAV Images: A Comparative Study
2023
66 citations
#15
Comparing CNNs and Random Forests for Landsat Image Segmentation Trained on a Large Proxy Land Cover Dataset
2022
63 citations
#16
Bridging the Domain Gap in Satellite Pose Estimation: A Self-Training Approach Based on Geometrical Constraints
2023
60 citations
#17
Extraction of Aquaculture Ponds along Coastal Region Using U2-Net Deep Learning Model from Remote Sensing Images
2022
59 citations
#18
Classification and Understanding of Cloud Structures via Satellite Images with EfficientUNet
2021
58 citations
#19
Probabilistic SAR-based water segmentation with adapted Bayesian convolutional neural network
2022
55 citations
#20
MSMatch: Semisupervised Multispectral Scene Classification With Few Labels
2021
53 citations
#21
BSNet: Boundary-semantic-fusion network for farmland parcel mapping in high-resolution satellite images
2023
50 citations
#22
Estimation of the Canopy Height Model From Multispectral Satellite Imagery With Convolutional Neural Networks
2022
49 citations
#23
Self-supervised audiovisual representation learning for remote sensing data
2022
49 citations
#24
Application of one-stage instance segmentation with weather conditions in surveillance cameras at construction sites
2021
48 citations
#25
From crowd to herd counting: How to precisely detect and count African mammals using aerial imagery and deep learning?
2023
47 citations
#26
Insulator defect detection under extreme weather based on synthetic weather algorithm and improved YOLOv7
2024
43 citations
#27
Season-Invariant GNSS-Denied Visual Localization for UAVs
2022
43 citations
#28
Semantic segmentation of coastal aerial/satellite images using deep learning techniques: An application to coastline detection
2024
40 citations
#29
Advanced computer vision for extracting georeferenced vehicle trajectories from drone imagery
2025
39 citations
#30
BiFDANet: Unsupervised Bidirectional Domain Adaptation for Semantic Segmentation of Remote Sensing Images
2022
38 citations
#31
A CNN-Based Self-Supervised Synthetic Aperture Radar Image Denoising Approach
2021
38 citations
#32
DeepSARFlood: Rapid and automated SAR-based flood inundation mapping using vision transformer-based deep ensembles with uncertainty estimates
2025
37 citations
#33
Satellite Video Remote Sensing for Flood Model Validation
2024
36 citations
#34
Advances in deep neural network-based hyperspectral image classification and feature learning with limited samples: a survey
2025
35 citations
#35
Applying computer vision to digitised natural history collections for climate change research: Temperature‐size responses in British butterflies
2022
34 citations
#36
The OPS-SAT case: A data-centric competition for onboard satellite image classification
2024
33 citations
#37
A framework to estimate generating capacities of PV systems using satellite imagery segmentation
2023
33 citations
#38
Cross-View Object Geo-Localization in a Local Region With Satellite Imagery
2023
33 citations
#39
Pseudo-Labeling Approach for Land Cover Classification Through Remote Sensing Observations With Noisy Labels
2023
33 citations
#40
The Self-Supervised Spectral–Spatial Vision Transformer Network for Accurate Prediction of Wheat Nitrogen Status from UAV Imagery
2022
32 citations
#41
Phenotyping grapevine red blotch virus and grapevine leafroll-associated viruses before and after symptom expression through machine-learning analysis of hyperspectral images
2023
31 citations
#42
MixChannel: Advanced Augmentation for Multispectral Satellite Images
2021
31 citations
#43
Improving spatial transferability of deep learning models for small-field crop yield prediction
2024
30 citations
#44
Semantic Segmentation (U-Net) of Archaeological Features in Airborne Laser Scanning—Example of the Białowieża Forest
2022
30 citations
#45
High-Order Semantic Decoupling Network for Remote Sensing Image Semantic Segmentation
2023
29 citations
#46
Standardizing and Centralizing Datasets for Efficient Training of Agricultural Deep Learning Models
2023
29 citations
#47
BD-SKUNet: Selective-Kernel UNets for Building Damage Assessment in High-Resolution Satellite Images
2023
28 citations
#48
Weighted Ensemble Object Detection with Optimized Coefficients for Remote Sensing Images
2020
28 citations
#49
Coarse-to-fine semantic segmentation of satellite images
2024
27 citations
#50
UAV-Based Image and LiDAR Fusion for Pavement Crack Segmentation
2023
27 citations
#51
Using Neural Encoder-Decoder Models With Continuous Outputs for Remote Sensing Image Captioning
2022
27 citations
#52
Deep Network Architectures as Feature Extractors for Multi-Label Classification of Remote Sensing Images
2023
26 citations
#53
Land Use and Land Cover Mapping in China Using Multimodal Fine-Grained Dual Network
2023
26 citations
#54
Exploration of geo-spatial data and machine learning algorithms for robust wildfire occurrence prediction
2025
25 citations
#55
Open-Pit Mining Area Extraction from High-Resolution Remote Sensing Images Based on EMANet and FC-CRF
2023
25 citations
#56
LRDNet: Lightweight LiDAR Aided Cascaded Feature Pools for Free Road Space Detection
2022
25 citations
#57
Data Augmentation for Building Footprint Segmentation in SAR Images: An Empirical Study
2022
24 citations
#58
Multi-modal land cover mapping of remote sensing images using pyramid attention and gated fusion networks
2022
24 citations
#59
Deep-Learning-Based Defect Detection for Light Aircraft With Unmanned Aircraft Systems
2024
22 citations
#60
Wildfire Smoke Detection Enhanced by Image Augmentation with StyleGAN2-ADA for YOLOv8 and RT-DETR Models
2024
22 citations
#61
A Deep Learning Image Augmentation Method for Field Agriculture
2024
21 citations
#62
Corn Residue Covered Area Mapping with a Deep Learning Method Using Chinese GF-1 B/D High Resolution Remote Sensing Images
2021
21 citations
#63
Semantic Segmentation of Unmanned Aerial Vehicle Remote Sensing Images Using SegFormer
2025
20 citations
#64
CascadeDumpNet: Enhancing open dumpsite detection through deep learning and AutoML integrated dual-stage approach using high-resolution satellite imagery
2024
20 citations
#65
3DeepM: An Ad Hoc Architecture Based on Deep Learning Methods for Multispectral Image Classification
2021
20 citations
#66
Drone-Based Digital Phenotyping to Evaluating Relative Maturity, Stand Count, and Plant Height in Dry Beans (Phaseolus vulgaris L.)
2024
19 citations
#67
R-UAV-Net: Enhanced YOLOv4 With Graph-Semantic Compression for Transformative UAV Sensing in Paddy Agronomy
2024
19 citations
#68
Deep learning-based detection of qanat underground water distribution systems using HEXAGON spy satellite imagery
2024
18 citations
#69
Ticino: A multi-modal remote sensing dataset for semantic segmentation
2024
18 citations
#70
Artificial Intelligence‐Supported Video Analysis as a Means to Assess the Impact of DROP‐IN Image Guidance on Robotic Surgeons: Radioguided Sentinel Lymph Node versus PSMA‐Targeted Prostate Cancer Surgery
2023
18 citations
#71
Detection of Viable but Nonculturable E. coli Induced by Low-Level Antimicrobials Using AI-Enabled Hyperspectral Microscopy
2024
17 citations
#72
VEPL Dataset: A Vegetation Encroachment in Power Line Corridors Dataset for Semantic Segmentation of Drone Aerial Orthomosaics
2023
17 citations
#73
Scale–Relation Joint Decoupling Network for Remote Sensing Image Semantic Segmentation
2022
17 citations
#74
Fine-Scale Sea Ice Segmentation for High-Resolution Satellite Imagery with Weakly-Supervised CNNs
2021
17 citations
#75
Accelerating weed detection for smart agricultural sprayers using a Neural Processing Unit
2025
16 citations
#76
Robustness analysis of YOLO and faster R-CNN for object detection in realistic weather scenarios with noise augmentation
2025
16 citations
#77
Uncovering Archaeological Sites in Airborne LiDAR Data With Data-Centric Artificial Intelligence
2023
16 citations
#78
A novel ground truth multispectral image dataset with weight, anthocyanins, and Brix index measures of grape berries tested for its utility in machine learning pipelines
2022
16 citations
#79
Worsening Perception: Real-Time Degradation of Autonomous Vehicle Perception Performance for Simulation of Adverse Weather Conditions
2022
16 citations
#80
Self-constructing graph neural networks to model long-range pixel dependencies for semantic segmentation of remote sensing images
2021
16 citations
#81
3D photogrammetry and deep‐learning deliver accurate estimates of epibenthic biomass
2024
15 citations
#82
SSDT: Scale-Separation Semantic Decoupled Transformer for Semantic Segmentation of Remote Sensing Images
2024
15 citations
#83
AiTLAS: Artificial Intelligence Toolbox for Earth Observation
2023
15 citations
#84
DTSE-SpaceNet: Deformable-Transformer-Based Single-Stage End-to-End Network for 6-D Pose Estimation in Space
2023
15 citations
#85
Improving the mapping of coastal invasive species using UAV imagery and deep learning
2023
15 citations
#86
Peat Drainage Ditch Mapping from Aerial Imagery Using a Convolutional Neural Network
2023
15 citations
#87
Principles of Forgetting in Domain-Incremental Semantic Segmentation in Adverse Weather Conditions
2023
15 citations
#88
Dual Task Learning by Leveraging Both Dense Correspondence and Mis-Correspondence for Robust Change Detection With Imperfect Matches
2022
15 citations
#89
Protecting endangered megafauna through AI analysis of drone images in a low-connectivity setting: a case study from Namibia
2022
15 citations
#90
DACO-BD: Data Augmentation Combinatorial Optimization-Based Backdoor Defense in Deep Neural Networks for SAR Image Classification
2024
14 citations
#91
Drone Detection & Classification with Surveillance ‘Radar On-The-Move’ and YOLO
2023
14 citations
#92
SealNet 2.0: Human-Level Fully-Automated Pack-Ice Seal Detection in Very-High-Resolution Satellite Imagery with CNN Model Ensembles
2022
14 citations
#93
Structural Attention Enhanced Continual Meta-Learning for Graph Edge Labeling Based Few-Shot Remote Sensing Scene Classification
2022
14 citations
#94
DARTS: Multi-year database of AI-detected retrogressive thaw slumps in the circum-arctic permafrost region
2025
13 citations
#95
Predicting uncertainty in vision-based satellite pose estimation using deep evidential regression
2025
13 citations
#96
Image augmentation approaches for small and tiny object detection in aerial images: a review
2024
13 citations
#97
PCB-Vision: A Multiscene RGB-Hyperspectral Benchmark Dataset of Printed Circuit Boards
2024
13 citations
#98
YOLO-Drone: A Scale-Aware Detector for Drone Vision
2024
13 citations
#99
Convolutional Neural Network Shows Greater Spatial and Temporal Stability in Multi-Annual Land Cover Mapping Than Pixel-Based Methods
2023
13 citations
#100
Fine-Grained Large-Scale Vulnerable Communities Mapping via Satellite Imagery and Population Census Using Deep Learning
2021
13 citations