Image: Kaggle competition pageKaggle · 2019
Understanding Clouds from Satellite Images
Can you classify cloud structures from satellites?
- Placements
- 6
- Teams
- 1,531
- Prize pool
- $10,000
Adoption evidence
Illustrative imagePhoto: Tom Fisk on Pexels 
Classified public GitHub repositories542Repository metadata matched to this vertical; classifications are multi-label and non-additive.View evidence Research works citing Albumentations241Public citations assigned to this vertical. Citation evidence is not deployment evidence.View evidence Competition records4Released-package competition records tagged to this vertical.View evidence 
Verified Hugging Face artifacts27Public models, datasets, and Spaces with code-use or runtime-dependency evidence.View evidence
Vertical evidence
Albumentations evidence in Geospatial and Earth observation
Satellite, aerial, remote-sensing, mapping, and Earth-observation imagery.
This page keeps broad public-source counts distinct from the named records below. They describe public evidence, not companies, customers, production deployments, or commercial licenses.
Classified public GitHub repositories542Repository metadata matched to this vertical; classifications are multi-label and non-additive.View evidence Research works citing Albumentations241Public citations assigned to this vertical. Citation evidence is not deployment evidence.View evidence Competition records4Released-package competition records tagged to this vertical.View evidence Verified Hugging Face artifacts27Public models, datasets, and Spaces with code-use or runtime-dependency evidence.View evidence ML competitions
Winning solutions in Geospatial and Earth observation
Each competition keeps placement-level public sources and a source image linked back to the competition provider.
Image: Kaggle competition page
Image: Kaggle competition pageKaggle · 2023
Google Research - Identify Contrails to Reduce Global Warming
Train ML models to identify contrails in satellite images and help prevent their formation
- Placements
- 5
- Teams
- 954
- Prize pool
- $50,000
Image: Kaggle competition pageKaggle · 2018
TGS Salt Identification Challenge
Segment salt deposits beneath the Earth's surface
- Placements
- 1
- Teams
- 3,219
- Prize pool
- $100,000
Named public records
Inspect the evidence itself
These records are curated examples from the detailed snapshot. Their count can be lower than the broader source count above because the sources are collected and refreshed independently.
Exact public-code imports
Each named record identifies the context of an exact import. An import can appear in source, an example, a test, documentation, or a notebook.
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Import in source
aws-samples/aws-open-data-satellite-lidar-tutorialThis is the repository for OpenData tutorial content by MLSL.
Import in source
raster-visionOpen-source framework for deep learning on satellite and aerial imagery.
Import in source
solarisGeospatial machine-learning processing framework built for SpaceNet challenges.
Import in documentation
developmentseed/tensorflow-eo-trainingDeep learning with TensorFlow and earth observation data.
Import in source
DLR-MF-DAS/SmallMinesDSBenchmarking foundation models for semantic segmentation of small scale mining activities
Import in source
GlobalFishingWatch/paper-industrial-activityA repo for the analysis in the paper "Satellite mapping reveals extensive undisclosed industrial activity at sea"
Import in source
IBM/peft-geofmParameter-Efficient Fine-Tuning for Geospatial Foundation Models
Import in source
IBM/TerraMesh-MasksTerraMesh-Masks provides training and evaluation dataset for open-vocabulary segmentation of satellite imagery.
Import in source
terratorchPyTorch toolkit for fine-tuning Earth-observation foundation models.
Import in example
IBM/vllmvLLM with support for span semantics
Import in source
microsoft/satclipPyTorch implementation of SatCLIP
Import in example
microsoft/tokenweaveAccepted to MLSys 2026
Import in source
prithvi-pytorchNASA-IBM Earth-observation foundation models.
Import in example
PaddlePaddle/PaddleSciencePaddleScience is SDK and library for developing AI-driven scientific computing applications based on PaddlePaddle.
Import in source
satellogic/iquaflow-building-segmentation-use-caseBuilding footprint segmentation use case
Import in source
GeoSegToolbox for semantic segmentation of remote-sensing imagery.
Import in source
wri/mmdetection-satellite-dinov2mmdetection-satellite-dinov2
Import in source
zhu-xlab/GCPOfficial implementation of "Global Collinearity-aware Polygonizer for Polygonal Building Mapping in Remote Sensing"
Import in source
zhu-xlab/LandSegmenterThis repository contains the official implementation of the paper "LandSegmenter: Towards a Flexible Foundation Model for Land Use and Land Cover Mapping".
Research citations
A citation establishes research use or discovery. It does not by itself prove a dependency, deployment, endorsement, or commercial license.
241
View 241 named public recordsExpandCollapse
Published 2022
Generative adversarial networks (GANs) for image augmentation in agriculture: A systematic review339 citations to this work.
Published 2022
FCCDN: Feature constraint network for VHR image change detection210 citations to this work.
Published 2022
TINYCD: a (not so) deep learning model for change detection110 citations to this work.
Published 2021
A Deep Learning Based Object Identification System for Forest Fire Detection98 citations to this work.
Published 2021
Sea Ice Classification of SAR Imagery Based on Convolution Neural Networks88 citations to this work.
Published 2022
Flood Detection Using Real-Time Image Segmentation from Unmanned Aerial Vehicles on Edge-Computing Platform88 citations to this work.
Published 2022
Robust deep learning-based semantic organ segmentation in hyperspectral images86 citations to this work.
Published 2020
DAugNet: Unsupervised, Multisource, Multitarget, and Life-Long Domain Adaptation for Semantic Segmentation of Satellite Images74 citations to this work.
Published 2020
Deep Learning for Regular Change Detection in Ukrainian Forest Ecosystem With Sentinel-273 citations to this work.
Published 2023
Exchanging Dual-Encoder–Decoder: A New Strategy for Change Detection With Semantic Guidance and Spatial Localization73 citations to this work.
Published 2024
Maize tassel detection with CA-YOLO for UAV images in complex field environments65 citations to this work.
Published 2022
Comparing CNNs and Random Forests for Landsat Image Segmentation Trained on a Large Proxy Land Cover Dataset61 citations to this work.
Published 2023
Deep Learning-Based Weed Detection Using UAV Images: A Comparative Study59 citations to this work.
Published 2022
Extraction of Aquaculture Ponds along Coastal Region Using U2-Net Deep Learning Model from Remote Sensing Images59 citations to this work.
Published 2021
Classification and Understanding of Cloud Structures via Satellite Images with EfficientUNet58 citations to this work.
Published 2023
InsPLAD: A Dataset and Benchmark for Power Line Asset Inspection in UAV Images57 citations to this work.
Published 2023
Bridging the Domain Gap in Satellite Pose Estimation: A Self-Training Approach Based on Geometrical Constraints57 citations to this work.
Published 2024
U-Net Ensemble for Enhanced Semantic Segmentation in Remote Sensing Imagery55 citations to this work.
Published 2022
Probabilistic SAR-based water segmentation with adapted Bayesian convolutional neural network48 citations to this work.
Published 2023
BSNet: Boundary-semantic-fusion network for farmland parcel mapping in high-resolution satellite images46 citations to this work.
Published 2022
Estimation of the Canopy Height Model From Multispectral Satellite Imagery With Convolutional Neural Networks46 citations to this work.
Published 2021
Application of one-stage instance segmentation with weather conditions in surveillance cameras at construction sites45 citations to this work.
Published 2022
Self-supervised audiovisual representation learning for remote sensing data45 citations to this work.
Published 2023
From crowd to herd counting: How to precisely detect and count African mammals using aerial imagery and deep learning?42 citations to this work.
Published 2024
Semantic segmentation of coastal aerial/satellite images using deep learning techniques: An application to coastline detection38 citations to this work.
Published 2021
A CNN-Based Self-Supervised Synthetic Aperture Radar Image Denoising Approach38 citations to this work.
Published 2022
Season-Invariant GNSS-Denied Visual Localization for UAVs37 citations to this work.
Published 2022
BiFDANet: Unsupervised Bidirectional Domain Adaptation for Semantic Segmentation of Remote Sensing Images36 citations to this work.
Published 2024
Insulator defect detection under extreme weather based on synthetic weather algorithm and improved YOLOv735 citations to this work.
Published 2023
A framework to estimate generating capacities of PV systems using satellite imagery segmentation31 citations to this work.
Published 2024
Satellite Video Remote Sensing for Flood Model Validation31 citations to this work.
Published 2022
Applying computer vision to digitised natural history collections for climate change research: Temperature‐size responses in British butterflies31 citations to this work.
Published 2021
MixChannel: Advanced Augmentation for Multispectral Satellite Images31 citations to this work.
Published 2022
The Self-Supervised Spectral–Spatial Vision Transformer Network for Accurate Prediction of Wheat Nitrogen Status from UAV Imagery31 citations to this work.
Published 2023
Pseudo-Labeling Approach for Land Cover Classification Through Remote Sensing Observations With Noisy Labels30 citations to this work.
Published 2024
The OPS-SAT case: A data-centric competition for onboard satellite image classification29 citations to this work.
Published 2023
Phenotyping grapevine red blotch virus and grapevine leafroll-associated viruses before and after symptom expression through machine-learning analysis of hyperspectral images29 citations to this work.
Published 2020
Weighted Ensemble Object Detection with Optimized Coefficients for Remote Sensing Images28 citations to this work.
Published 2022
Semantic Segmentation (U-Net) of Archaeological Features in Airborne Laser Scanning—Example of the Białowieża Forest28 citations to this work.
Published 2022
Using Neural Encoder-Decoder Models With Continuous Outputs for Remote Sensing Image Captioning27 citations to this work.
Published 2023
BD-SKUNet: Selective-Kernel UNets for Building Damage Assessment in High-Resolution Satellite Images27 citations to this work.
Published 2025
Advances in deep neural network-based hyperspectral image classification and feature learning with limited samples: a survey26 citations to this work.
Published 2023
High-Order Semantic Decoupling Network for Remote Sensing Image Semantic Segmentation26 citations to this work.
Published 2023
Land Use and Land Cover Mapping in China Using Multimodal Fine-Grained Dual Network26 citations to this work.
Published 2023
Cross-View Object Geo-Localization in a Local Region With Satellite Imagery26 citations to this work.
Published 2023
Standardizing and Centralizing Datasets for Efficient Training of Agricultural Deep Learning Models26 citations to this work.
Published 2025
Advanced computer vision for extracting georeferenced vehicle trajectories from drone imagery25 citations to this work.
Published 2022
LRDNet: Lightweight LiDAR Aided Cascaded Feature Pools for Free Road Space Detection24 citations to this work.
Published 2024
Coarse-to-fine semantic segmentation of satellite images23 citations to this work.
Published 2023
Deep Network Architectures as Feature Extractors for Multi-Label Classification of Remote Sensing Images23 citations to this work.
Published 2023
UAV-Based Image and LiDAR Fusion for Pavement Crack Segmentation23 citations to this work.
Published 2024
Improving spatial transferability of deep learning models for small-field crop yield prediction22 citations to this work.
Published 2025
DeepSARFlood: Rapid and automated SAR-based flood inundation mapping using vision transformer-based deep ensembles with uncertainty estimates22 citations to this work.
Published 2022
Multi-modal land cover mapping of remote sensing images using pyramid attention and gated fusion networks22 citations to this work.
Published 2022
Data Augmentation for Building Footprint Segmentation in SAR Images: An Empirical Study22 citations to this work.
Published 2023
Open-Pit Mining Area Extraction from High-Resolution Remote Sensing Images Based on EMANet and FC-CRF22 citations to this work.
Published 2021
Corn Residue Covered Area Mapping with a Deep Learning Method Using Chinese GF-1 B/D High Resolution Remote Sensing Images21 citations to this work.
Published 2024
A Deep Learning Image Augmentation Method for Field Agriculture20 citations to this work.
Published 2024
Deep-Learning-Based Defect Detection for Light Aircraft With Unmanned Aircraft Systems20 citations to this work.
Published 2024
Wildfire Smoke Detection Enhanced by Image Augmentation with StyleGAN2-ADA for YOLOv8 and RT-DETR Models20 citations to this work.
Published 2025
Exploration of geo-spatial data and machine learning algorithms for robust wildfire occurrence prediction19 citations to this work.
Published 2021
3DeepM: An Ad Hoc Architecture Based on Deep Learning Methods for Multispectral Image Classification19 citations to this work.
Published 2023
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 Surgery18 citations to this work.
Published 2024
CascadeDumpNet: Enhancing open dumpsite detection through deep learning and AutoML integrated dual-stage approach using high-resolution satellite imagery18 citations to this work.
Published 2024
Deep learning-based detection of qanat underground water distribution systems using HEXAGON spy satellite imagery17 citations to this work.
Published 2025
Accelerating weed detection for smart agricultural sprayers using a Neural Processing Unit16 citations to this work.
Published 2021
Self-constructing graph neural networks to model long-range pixel dependencies for semantic segmentation of remote sensing images16 citations to this work.
Published 2023
Principles of Forgetting in Domain-Incremental Semantic Segmentation in Adverse Weather Conditions16 citations to this work.
Published 2024
R-UAV-Net: Enhanced YOLOv4 With Graph-Semantic Compression for Transformative UAV Sensing in Paddy Agronomy16 citations to this work.
Published 2022
Scale–Relation Joint Decoupling Network for Remote Sensing Image Semantic Segmentation16 citations to this work.
Published 2021
Fine-Scale Sea Ice Segmentation for High-Resolution Satellite Imagery with Weakly-Supervised CNNs16 citations to this work.
Published 2024
Drone-Based Digital Phenotyping to Evaluating Relative Maturity, Stand Count, and Plant Height in Dry Beans (Phaseolus vulgaris L.)16 citations to this work.
Published 2023
VEPL Dataset: A Vegetation Encroachment in Power Line Corridors Dataset for Semantic Segmentation of Drone Aerial Orthomosaics15 citations to this work.
Published 2023
Peat Drainage Ditch Mapping from Aerial Imagery Using a Convolutional Neural Network15 citations to this work.
Published 2024
Detection of Viable but Nonculturable E. coli Induced by Low-Level Antimicrobials Using AI-Enabled Hyperspectral Microscopy14 citations to this work.
Published 2024
SSDT: Scale-Separation Semantic Decoupled Transformer for Semantic Segmentation of Remote Sensing Images14 citations to this work.
Published 2023
Drone Detection & Classification with Surveillance ‘Radar On-The-Move’ and YOLO14 citations to this work.
Published 2021
Fine-Grained Large-Scale Vulnerable Communities Mapping via Satellite Imagery and Population Census Using Deep Learning14 citations to this work.
Published 2022
Structural Attention Enhanced Continual Meta-Learning for Graph Edge Labeling Based Few-Shot Remote Sensing Scene Classification14 citations to this work.
Published 2023
AiTLAS: Artificial Intelligence Toolbox for Earth Observation14 citations to this work.
Published 2022
Worsening Perception: Real-Time Degradation of Autonomous Vehicle Perception Performance for Simulation of Adverse Weather Conditions14 citations to this work.
Published 2022
Protecting endangered megafauna through AI analysis of drone images in a low-connectivity setting: a case study from Namibia14 citations to this work.
Published 2025
Semantic Segmentation of Unmanned Aerial Vehicle Remote Sensing Images Using SegFormer13 citations to this work.
Published 2024
Image augmentation approaches for small and tiny object detection in aerial images: a review13 citations to this work.
Published 2024
Ticino: A multi-modal remote sensing dataset for semantic segmentation13 citations to this work.
Published 2025
DARTS: Multi-year database of AI-detected retrogressive thaw slumps in the circum-arctic permafrost region13 citations to this work.
Published 2022
A novel ground truth multispectral image dataset with weight, anthocyanins, and Brix index measures of grape berries tested for its utility in machine learning pipelines13 citations to this work.
Published 2023
Uncovering Archaeological Sites in Airborne LiDAR Data With Data-Centric Artificial Intelligence13 citations to this work.
Published 2022
Dual Task Learning by Leveraging Both Dense Correspondence and Mis-Correspondence for Robust Change Detection With Imperfect Matches13 citations to this work.
Published 2023
DTSE-SpaceNet: Deformable-Transformer-Based Single-Stage End-to-End Network for 6-D Pose Estimation in Space13 citations to this work.
Published 2023
Predicting lake bathymetry from the topography of the surrounding terrain using deep learning12 citations to this work.
Published 2023
Open Problems in Computer Vision for Wilderness SAR and The Search for Patricia Wu-Murad12 citations to this work.
Published 2024
3D photogrammetry and deep‐learning deliver accurate estimates of epibenthic biomass12 citations to this work.
Published 2024
YOLO-Drone: A Scale-Aware Detector for Drone Vision12 citations to this work.
Published 2022
SealNet 2.0: Human-Level Fully-Automated Pack-Ice Seal Detection in Very-High-Resolution Satellite Imagery with CNN Model Ensembles12 citations to this work.
Published 2023
Convolutional Neural Network Shows Greater Spatial and Temporal Stability in Multi-Annual Land Cover Mapping Than Pixel-Based Methods12 citations to this work.
Published 2022
Land Use Land Cover Labeling of GLOBE Images Using a Deep Learning Fusion Model12 citations to this work.
Published 2023
YOLOv5 Drone Detection Using Multimodal Data Registered by the Vicon System12 citations to this work.
Published 2025
Predicting uncertainty in vision-based satellite pose estimation using deep evidential regression11 citations to this work.
Published 2023
Improving the mapping of coastal invasive species using UAV imagery and deep learning11 citations to this work.
Published 2024
DACO-BD: Data Augmentation Combinatorial Optimization-Based Backdoor Defense in Deep Neural Networks for SAR Image Classification11 citations to this work.
Published 2022
Building Façade Style Classification from UAV Imagery Using a Pareto-Optimized Deep Learning Network11 citations to this work.
Published 2024
PCB-Vision: A Multiscene RGB-Hyperspectral Benchmark Dataset of Printed Circuit Boards10 citations to this work.
Published 2022
HAGDAVS: Height-Augmented Geo-Located Dataset for Detection and Semantic Segmentation of Vehicles in Drone Aerial Orthomosaics10 citations to this work.
Published 2023
Automatic Detection and Mapping of Dolines Using U-Net Model from Orthophoto Images10 citations to this work.
Published 2023
Unveiling the Potential of Drone-Borne Optical Imagery in Forest Ecology: A Study on the Recognition and Mapping of Two Evergreen Coniferous Species10 citations to this work.
Published 2024
Biomass characterization with semantic segmentation models and point cloud analysis for precision viticulture9 citations to this work.
Published 2023
Consistency-guided lightweight network for semi-supervised binary change detection of buildings in remote sensing images9 citations to this work.
Published 2022
UAV-ODS: A Real-time Outfall Detection System Based on UAV Remote Sensing and Edge Computing9 citations to this work.
Published 2023
Remote Sensing Data Preparation for Recognition and Classification of Building Roofs9 citations to this work.
Published 2022
OrtDet: An Orientation Robust Detector via Transformer for Object Detection in Aerial Images9 citations to this work.
Published 2025
Robustness analysis of YOLO and faster R-CNN for object detection in realistic weather scenarios with noise augmentation8 citations to this work.
Published 2021
ChessMix: Spatial Context Data Augmentation for Remote Sensing Semantic Segmentation8 citations to this work.
Published 2021
Detecting aerial objects: drones, birds, and helicopters8 citations to this work.
Published 2024
Filling the Gaps: Using Synthetic Low-Altitude Aerial Images to Increase Operational Design Domain Coverage8 citations to this work.
Published 2024
Enhancing Detection of Remotely-Sensed Floating Objects via Data Augmentation for Maritime SAR7 citations to this work.
Published 2024
MixCDNet: A Lightweight Change Detection Network Mixing Features Across CNN and Transformer7 citations to this work.
Published 2024
YOLO-RWY: A Novel Runway Detection Model for Vision-Based Autonomous Landing of Fixed-Wing Unmanned Aerial Vehicles7 citations to this work.
Published 2024
Mapping decadal land cover dynamics in Sicily’s coastal regions6 citations to this work.
Published 2025
DSF-YOLO for robust multiscale traffic sign detection under adverse weather conditions6 citations to this work.
Published 2026
Real-time object detection for unmanned aerial vehicles based on vision transformer and edge computing6 citations to this work.
Published 2021
Satellite Image Segmentation of Gold Exploration Areas in the Amazon Rainforest Using U-Net6 citations to this work.
Published 2022
A GIS Pipeline to Produce GeoAI Datasets from Drone Overhead Imagery6 citations to this work.
Published 2025
Plant Detection in RGB Images from Unmanned Aerial Vehicles Using Segmentation by Deep Learning and an Impact of Model Accuracy on Downstream Analysis6 citations to this work.
Published 2026
YOLO-PICO: Lightweight object recognition in remote sensing images using expansion attention modules5 citations to this work.
Published 2025
Automatic Estimation of Solar Rooftops and Power Generation From Publicly Available Satellite Imagery Through Georeferencing and Large-Scale Support5 citations to this work.
Published 2023
LiDAR-based curb detection for ground truth annotation in automated driving validation5 citations to this work.
Published 2025
DIMD-DETR: DDQ-DETR With Improved Metric Space for End-to-End Object Detector on Remote Sensing Aircrafts5 citations to this work.
Published 2025
FASI-Net: Frequency-Domain Information Assisted Semantic Interaction Network for Bitemporal Remote Sensing Images Change Detection5 citations to this work.
Published 2025
HRGA-Net: Hierarchical Rotation Gaussian Attention Network for Accurate Insulator Detection from UAV Images5 citations to this work.
Published 2024
Chestnut Burr Segmentation for Yield Estimation Using UAV-Based Imagery and Deep Learning5 citations to this work.
Published 2025
Rapid Salmonella Serovar Classification Using AI-Enabled Hyperspectral Microscopy with Enhanced Data Preprocessing and Multimodal Fusion5 citations to this work.
Published 2024
U-Net Convolutional Neural Network for Mapping Natural Vegetation and Forest Types from Landsat Imagery in Southeastern Australia5 citations to this work.
Published 2025
Improved DeepLabV3+ for UAV-Based Highway Lane Line Segmentation5 citations to this work.
Published 2023
An open-source automatic survey of green roofs in London using segmentation of aerial imagery5 citations to this work.
Published 2025
A multimodal fusion model for predicting the roasting-induced crispness of walnut kernels using machine vision, hyperspectral imaging, and electronic nose4 citations to this work.
Published 2021
Applying computer vision to digitised natural history collections for climate change research: temperature-size responses in British butterflies4 citations to this work.
Published 2025
Improving Small Drone Detection Through Multi-Scale Processing and Data Augmentation4 citations to this work.
Published 2025
Few-Shot Contrail Segmentation in Remote Sensing Imagery With Loss Function in Hough Space4 citations to this work.
Published 2022
When Machines Find Sites for the Archaeologists: A Preliminary Study with Semantic Segmentation applied on Satellite Imagery of the Mesopotamian Floodplain4 citations to this work.
Published 2023
Digital Phenotyping in Plant Breeding: Evaluating Relative Maturity, Stand Count, and Plant Height in Dry Beans (Phaseolus vulgaris L.) via RGB Drone-Based Imagery and Deep Learning Approaches4 citations to this work.
Published 2026
UAV-Based Visual Detection and Tracking of Drowning Victims in Maritime Rescue Operations4 citations to this work.
Published 2022
Evaluation of deep learning and transform domain feature extraction techniques for land cover classification: balancing through augmentation3 citations to this work.
Published 2025
Using Texture‐Based Image Segmentation and Machine Learning With High‐Resolution Satellite Imagery to Assess Permafrost Degradation Landforms in the Russian High Arctic3 citations to this work.
Published 2024
Road Surface Condition Monitoring in Extreme Weather Using a Feature-Learning Enhanced Mask–RCNN3 citations to this work.
Published 2025
Enhancing kelp forest detection in remote sensing images using crowdsourced labels with Mixed Vision Transformers and ConvNeXt segmentation models3 citations to this work.
Published 2025
Accurately Identifying Different Ripening Stages of Strawberry Fruits in Complex Agricultural Scenarios3 citations to this work.
Published 2022
Semantic Segmentation of Low Earth Orbit Satellites using Convolutional Neural Networks3 citations to this work.
Published 2023
Panoramic Image-Based Aerial Localization using Synthetic Data via Photogrammetric Reconstruction3 citations to this work.
Published 2022
Downscaling of Satellite Air Quality Data Using Deep Learning¡3 citations to this work.
Published 2024
Using Generative Models to Improve Fire Detection Efficiency3 citations to this work.
Published 2021
MSMatch: Semisupervised Multispectral Scene Classification With Few Labels3 citations to this work.
Published 2024
Enhancing Road Network Extraction from Remote Sensing Images3 citations to this work.
Published 2023
Multimodal Fusion Methods with Vision Transformers for Remote Sensing Semantic Segmentation3 citations to this work.
Published 2024
Deep Learning and Remote Sensing for Restoring Abandoned Agricultural Lands in the Middle Volga (Russia)3 citations to this work.
Published 2025
Style Transfer from Sentinel-1 to Sentinel-2 for Fluvial Scenes with Multi-Modal and Multi-Temporal Image Fusion3 citations to this work.
Published 2022
Bayesian Aggregation Improves Traditional Single-Image Crop Classification Approaches3 citations to this work.
Published 2024
Post Wildfire Burnt-up Detection Using Siamese UNet2 citations to this work.
Published 2023
Road Meteorological State Recognition in Extreme Weather Based on an Improved Mask-RCNN2 citations to this work.
Published 2024
A hybrid UNet based approach for crop classification using Sentinel-1B synthetic aperture radar images2 citations to this work.
Published 2025
A Robust Framework Combining Hyperspectral Imaging and Machine Learning for Assessing Sudden Death Syndrome (SDS) Severity in Soybean Foliage2 citations to this work.
Published 2025
CSIA: Climate structures inpainting augmentations for multispectral remote sensing imagery segmentation2 citations to this work.
Published 2025
Automated olive grove classification and tree counting in very high resolution aerial imagery using deep learning2 citations to this work.
Published 2025
Manually Annotated Drone Imagery Dataset for Automatic Coastline Delineation2 citations to this work.
Published 2023
Context-Aware Invasive Plant Instance Synthesis for UAV-Based Crop Field Image Augmentation2 citations to this work.
Published 2021
Depth Estimation of Martian Surface using ISRO’s MARS Color Camera Images2 citations to this work.
Published 2023
Deep Learning Based UAV Payload Recognition2 citations to this work.
Published 2025
Adaptive Multisensor Fusion for Remote Sensing Change Detection Using USASE2 citations to this work.
Published 2025
A Comparative Study of Deep Learning Models for Cabbage Detection and Counting in Drone Imagery2 citations to this work.
Published 2021
A Review of Remote Sensing Applications on Very High-Resolution Imagery Using Deep Learning-Based Semantic Segmentation Techniques2 citations to this work.
Published 2025
Ensemble Learning-Based Weed Detection from a Duck’s Perspective Using an Aquatic Drone in Rice Paddies2 citations to this work.
Published 2023
Artificial Intelligence for Automatic Building Extraction from Urban Aerial Images1 citations to this work.
Published 2024
Multimodal Earth Observation Modeling Using AI1 citations to this work.
Published 2024
Assessment of Deep Learning Based Image Segmentation for Identifying Floating Net Cages from Very High-Resolution Capella Synthetic Aperture Radar (SAR) Data1 citations to this work.
Published 2025
Enabling multi-decadal braided river monitoring through FloodMamba-Net and task-equivalent Landsat-to-Sentinel-2 data synthesis1 citations to this work.
Published 2025
Towards zero-shot learning in 3D change detection: improving generalization with custom augmentations and evaluation1 citations to this work.
Published 2024
Fractional Crop Cover Estimation Via Drone Imagery and Machine Learning With Color Models1 citations to this work.
Published 2025
Non-Registration Change Detection: A Novel Change Detection Task and Benchmark Dataset1 citations to this work.
Published 2025
Pothole Detection Under Various Weather Conditions Using YOLOv91 citations to this work.
Published 2025
SSMPD: Semi-Supervised Learning for Multispectral Pedestrian Detection1 citations to this work.
Published 2025
High sea turtle density in a Mediterranean foraging ground revealed by UAV surveys and machine learning1 citations to this work.
Published 2025
A Cloud Detection System for UAV Sense and Avoid: Analysis of a Monocular Approach in Simulation and Flight Tests1 citations to this work.
Published 2025
Automatic Detection of Podotactile Pavements in Urban Environments Through a Deep Learning-Based Approach on MLS/HMLS Point Clouds1 citations to this work.
Published 2025
Automated Detection of Embankment Piping and Leakage Hazards Using UAV Visible Light Imagery: A Frequency-Enhanced Deep Learning Approach for Flood Risk Prevention1 citations to this work.
Published 2023
Building Detection and Counting in Convoluted Areas Using Multiclass Datasets with Unmanned Aerial Vehicles (UAVs) Imagery1 citations to this work.
Published 2026
Can 3D point cloud data improve automated body condition score prediction in dairy cattle?1 citations to this work.
Published 2026
EDFNet: Early Fusion of Edge and Depth for Thin-Obstacle Segmentation in UAV Navigation1 citations to this work.
Published 2026
Leveraging Big Multitemporal Multisource Satellite Data and Artificial Intelligence for the Detection of Complex and Invisible Features: The Case of Extensive Irrigation Mapping0 citations to this work.
Published 2024
A Methodology for Automated Conversion of Axis-Aligned to Polygonal and Oriented Bounding Box Annotations in Aerial Imagery Object Detection0 citations to this work.
Published 2022
Ridge-following control for agricultural tractors using deep learning and stereo camera0 citations to this work.
Published 2026
Downscaling of Landsat LST with HotSat-1 data and generative adversarial networks0 citations to this work.
Published 2025
Deep learning-based rooftop extraction method for high spatial resolution remote sensing image supported by sample optimization0 citations to this work.
Published 2025
Assessing regression-based deep learning for river ice estimation from drone images0 citations to this work.
Published 2025
Land-cover classification in Addo Elephant National Park: Analyzing the impact of variables, classifiers, and object-based approach0 citations to this work.
Published 2025
Label refinement for change detection in remote sensing0 citations to this work.
Published 2026
DeVCL: An end-to-end degradation-aware framework for vehicle counting and localization in satellite imagery0 citations to this work.
Published 2025
Implementation of knowledge distillation for onboard defect detection on an Unmanned Aircraft System for light aircraft general visual inspections0 citations to this work.
Published 2026
DSM generation from VHR spaceborne imagery using deep learning-based land-cover-aware GCP extraction0 citations to this work.
Published 2026
Mapping understorey tree invasion in a drought-affected forest using multi-view UAV imagery and deep learning0 citations to this work.
Published 2026
UAV RGB imagery and YOLO11 instance segmentation for gully erosion mapping on tailings dam0 citations to this work.
Published 2026
Collaborative learning and adversarial GAN for enhanced semantic segmentation in satellite imagery0 citations to this work.
Published 2026
Enhancing minority class recovery in high resolution land cover mapping with dynamic imbalance aware oversampling0 citations to this work.
Published 2026
SmartWeed: An Autonomous Rover System for Real‐Time Weed Detection and Classification in Agricultural Fields0 citations to this work.
Published 2021
GreedyCenters: Satellite imagery adaptive sampling method for artificial neural networks training0 citations to this work.
Published 2021
Coastline extraction from ALOS-2 satellite SAR images0 citations to this work.
Published 2025
Evaluating Deep Learning Models for Land Cover Classification via Test-Time Augmentation0 citations to this work.
Published 2026
Hierarchical Swin U-Net for Fine-Grained Damage Assessment from Oblique UAV Imagery: The Case of Hatay0 citations to this work.
Published 2025
Advancing Precision Agriculture: A Deep Learning Approach for Agricultural Land Cover Classification Using Satellite Imagery0 citations to this work.
Published 2024
U-SPIN Pyramid: U-Net with Spatial and Interaction Space Graph Reasoning for Improving Road Extraction from Satellite Images0 citations to this work.
Published 2025
Photogrammetry-Based Segmentation and Volume Calculation of Homogeneous Sand Piles0 citations to this work.
Published 2023
An Adaptive Semi-Supervised Method for Remote Sensing Scene Classification Based on Class-Related Complexity Index0 citations to this work.
Published 2025
Optimized Vehicle Routing Based on Context Reasoning from Very High-Resolution Satellite Images0 citations to this work.
Published 2022
A STUDY ON GENERALIZING BUILDING EXTRACTION MODELS TO UNSEEN DATASETS USING SOURCE DOMAIN TRANSFER0 citations to this work.
Published 2025
DIANA: Drone Imagery for Archipelago Navigation and Analysis for Maritime Object Detection0 citations to this work.
Published 2025
Robust Wake Detection for Enhanced Maritime Monitoring: Transfer Learning Through a Dedicated Multispectral Ship Wake Data Set0 citations to this work.
Published 2025
SAR-UMSDN: The Unsupervised Multimodal Ship Detection Network Based on SAR Images0 citations to this work.
Published 2025
Fine-Tuning Optimization Approaches for Enhanced Real-Time Fire Detection Using YOLO Architecture0 citations to this work.
Published 2025
Transfer Learning in YOLO-based Landmine Detection in Aerial Imagery0 citations to this work.
Published 2025
SSMSS: A Model of Semantic Segmentation for Matching of Satellite and Sonar Images0 citations to this work.
Published 2023
GAN-based Hyperspectral Classification with Spectral Prior0 citations to this work.
Published 2024
Method for training deep neural networks in vehicle detection using drone-captured data and background synthesis0 citations to this work.
Published 2024
UAV-Assisted Municipal Solid Waste Monitoring for Informed Disposal Decisions0 citations to this work.
Published 2025
Dual-Modality UAV Detection and Classification under Low-Visibility: A Synth-Real RGB–IR Dataset and Benchmark for Aerial Surveillance0 citations to this work.
Published 2026
Enhancing Foggy Weather Object Detection via Frequency Decoupling, Content-Adaptive Feature Fusion and Efficient Spatial Pyramid Pooling in YOLOv110 citations to this work.
Published 2025
Deep Regression Approaches for Winter Road Grip Estimation from Road Weather Information System Imagery0 citations to this work.
Published 2026
BIAPENet: Small Object Detection in Remote Sensing Images via Bio-Inspired Attention and Robust Perturbation Equilibrium Strategy0 citations to this work.
Published 2026
Lightweight Spatial–Frequency Constraint Propagation Framework for Satellite Detection in Space Surveillance0 citations to this work.
Published 2026
Comparison of Deep Learning Models for Weed Detection and Classification in Wheat Fields Based on UAV Imagery0 citations to this work.
Published 2026
SAR-Based Flood Extent Mapping with a Lightweight Siamese U-Net and Differential Attention Mechanism0 citations to this work.
Published 2025
Using Citizen Science Data as Pre-Training for Semantic Segmentation of High-Resolution UAV Images for Natural Forests Post-Disturbance Assessment0 citations to this work.
Published 2026
EMAF-Net: A Lightweight Single-Stage Detector for 13-Class Object Detection in Agricultural Rural Road Scenes0 citations to this work.
Published 2023
IMPROVEMENT OF REMOTE SENSING METHODS OF THE SPREAD OF INVASIVE PLANT SPECIES IN THE CONTEXT OF ASSESSING POTENTIAL DAMAGE TO THE ENVIRONMENT AND AGRICULTURE0 citations to this work.
Published 2026
ForestPersons: A Large-Scale Dataset for Under-Canopy Missing Person Detection0 citations to this work.
Published 2026
Towards automatic smoke detector inspection: Recognition of the smoke detectors in industrial facilities and preparation for future drone integration0 citations to this work.
Published 2026
LightFloodNet: A lightweight CBAM-guided deep learning architecture with depthwise separable convolutions for SAR-based flood extent mapping0 citations to this work.
Published 2026
Flood Depth Mapping from SAR Imagery Using CS-Mamba with DEM Sensitivity Analysis0 citations to this work.
Published 2026
Enhancing existing Remote-sensing Datasets with weakly supervised Deep Learning: A Case Study on Antarctic Rock outcrops0 citations to this work.
Published 2025
Detection of Fallopia sachalinensis on a river levee using deep learning and UAV RGB imagery0 citations to this work.
Published 2026
EcoVision: AI-Powered Drone Imaging for Salt Marsh Vegetation Monitoring and Dominance Mapping0 citations to this work.
Published 2026
A Digital Twin Framework for Traffic-Aware UAV Pavement Monitoring in Open-Traffic Conditions0 citations to this work.
Published 2026
Beyond Damage Assessment: Recyclable Material Detection in Aerial Disaster Imagery Using a Lightweight Patch-Based Framework0 citations to this work.
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ibm-esa-geospatial/TerraMesh6,285 public downloads · card code import in README.md
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aka2003/road-segmentation-deeplabv30 public downloads · python ast import in app.py
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antan123/SolarIQ0 public downloads · python ast import in app.py
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caixiaoshun/cloudseg0 public downloads · python ast import in app.py
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chinmoymaji525/AI-SpillGuard-Oil-Spill-Detection0 public downloads · python ast import in app.py
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chuongminh32/change-detection-satellite0 public downloads · python ast import in app.py
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dcrey7/wetland_segmentation_deeplabsv3plus0 public downloads · python ast import in app.py
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devkota/semanticSegmentationDemo0 public downloads · python ast import in app.py
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Dillu2004/spillguard-oil-detection0 public downloads · python ast import in app.py
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HebaAllah/depi_final0 public downloads · python ast import in app.py
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HirbodJB/satellite-change-detector0 public downloads · dependency manifest in requirements.txt
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kinsu2/farm_boundary_headunet0 public downloads · python ast import in app.py
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mejatinrajani/land-water-segmentation0 public downloads · python ast import in app.py
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mouadenna/pv_segmentation0 public downloads · python ast import in app.py
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mouadenna/pv_segmentor_gradio0 public downloads · python ast import in app.py
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msradam/riprap-vllm0 public downloads · dependency manifest in Dockerfile
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nooraponita/FinalCapstone0 public downloads · python ast import in app.py
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Plastuchino/auto-quote-maker0 public downloads · dependency manifest in Dockerfile
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Raidenop/solar-panels-rtdetr0 public downloads · dependency manifest in README.md
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rohitray7/Farmland-Detection0 public downloads · python ast import in app.py
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Shubham126/Satellite_masking_game0 public downloads · python ast import in app.py
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ShubhamJagtap/Satellite_Segmentation_API0 public downloads · python ast import in app.py
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shuklaabhinavv/roadx0 public downloads · dependency manifest in Dockerfile
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siamarefin2000/air_pollution20 public downloads · python ast import in app.py
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tbxg34/Satellite-Image-Recognition0 public downloads · python ast import in app.py
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thevinaymittal/solariq-demo0 public downloads · python ast import in app.py
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Vishalpainjane/Segmentation-lulc0 public downloads · python ast import in main3.py