Life sciences imagingPexelsPublic evidence · Updated weekly
Where Albumentations is used
A living index of public dependency declarations, exact source-code imports, research citations, and Hugging Face cards across the computer vision ecosystem.
Evidence snapshot:
- Albumentations PyPI downloads
- 159M
- Albumentations GitHub stars
- 15,319
- Papers citing Albumentations
- 2,270
Application domains
From microscopy and medical scans to Earth observation, autonomous systems, farms, and factories.
Life sciences imagingPexels
Geospatial / remote sensingPexels
Medical / biomedical imagingPexels
Autonomous driving / ADASPexels
Agriculture / precision farmingPexels
Industrial inspectionPexelsIllustrative photography. Adoption claims are supported by the linked public evidence.
All application domains
- Life sciences imaging
- Geospatial / remote sensing
- Medical imaging / biomedical imaging
- Autonomous driving / ADAS / road scene
- Agriculture / precision farming
- Drones / UAV perception
- Robotics / manipulation
- Documents / OCR / handwriting
- Industrial inspection / defect detection
- Security / biometrics / surveillance
- Infrastructure / construction inspection
- Maritime / underwater / aquaculture
- Environment / wildlife / conservation
- Energy / utilities inspection
Evidence by domain
Counts intentionally overlap and must not be added together across fields.
Life sciences imaging
- papers
- 404
- dependencies
- 0
- public repos
- 1
- HF artifacts
- 1
Imports Albumentations
nasa/pretrained-microscopy-modelsExact Albumentations import in source code.
Research paper · 2021
A review of medical image data augmentation techniques for deep learning applications951 citations to this work.
Research paper · 2021
TorchIO: A Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning600 citations to this work.
Geospatial / remote sensing
- papers
- 241
- dependencies
- 5
- public repos
- 16
- HF artifacts
- 1
Uses Albumentations
GeoSegWuhan University · Toolbox for semantic segmentation of remote-sensing imagery.
Uses Albumentations
prithvi-pytorchNASA / IBM · NASA-IBM Earth-observation foundation models.
Uses Albumentations
raster-visionAzavea / Element 84 · Open-source framework for deep learning on satellite and aerial imagery.
Medical imaging / biomedical imaging
- papers
- 354
- dependencies
- 0
- public repos
- 2
- HF artifacts
- 1
Imports Albumentations
bowang-lab/MedSAMSlicer3D Slicer Plugin for Segment anything in medical images
Imports Albumentations
nasa/pretrained-microscopy-modelsExact Albumentations import in source code.
Research paper · 2021
A review of medical image data augmentation techniques for deep learning applications951 citations to this work.
Autonomous driving / ADAS / road scene
- papers
- 30
- dependencies
- 3
- public repos
- 6
- HF artifacts
- 0
Uses Albumentations
HybridNetsHybridNets · End-to-end road-perception network.
Uses Albumentations
UltralyticsUltralytics · Training framework for detection, segmentation, pose, and tracking.
Uses Albumentations
YOLOv5Ultralytics · Object-detection training stack.
Agriculture / precision farming
- papers
- 53
- dependencies
- 1
- public repos
- 2
- HF artifacts
- 1
Uses Albumentations
AgMLAgML · Framework for agricultural machine-learning datasets and models.
Imports Albumentations
Project-AgML/AgMLAgML is a centralized framework for agricultural machine learning. AgML provides access to public agricultural datasets for common agricultural deep learning tasks, with standard benchmarks and pretrained models, as well the ability to generate synthetic data and annotations.
Imports Albumentations
robot-learning-freiburg/INoDINoD: Injected Noise Discriminator for Self-Supervised Representation Learning in Agricultural Fields.
Drones / UAV perception
- papers
- 59
- dependencies
- 0
- public repos
- 1
- HF artifacts
- 0
Imports Albumentations
microsoft/MegaDetector-OverheadMegaDetector-Overhead — The Microsoft open-source AI for overhead wildlife detection. Point-based detection model for aerial and drone imagery, identifying wildlife from above. Maintained by Microsoft AI for Good Lab. Part of the Pytorch-Wildlife ecosystem.
Research paper · 2022
Flood Detection Using Real-Time Image Segmentation from Unmanned Aerial Vehicles on Edge-Computing Platform88 citations to this work.
Research paper · 2024
Maize tassel detection with CA-YOLO for UAV images in complex field environments65 citations to this work.
Robotics / manipulation
- papers
- 39
- dependencies
- 1
- public repos
- 1
- HF artifacts
- 0
Uses Albumentations
SurfEmbETH Zurich ASL · Surface embeddings for object pose estimation in robotics.
Imports Albumentations
ethz-asl/surfembClone of SurfEmb (https://github.com/rasmushaugaard/surfemb/)
Research paper · 2022
Tracking and Counting of Tomato at Different Growth Period Using an Improving YOLO-Deepsort Network for Inspection Robot76 citations to this work.
Documents / OCR / handwriting
- papers
- 26
- dependencies
- 1
- public repos
- 2
- HF artifacts
- 0
Uses Albumentations
PaddleOCRPaddlePaddle · OCR and document-analysis toolkit.
Imports Albumentations
open-mmlab/playgroundA central hub for gathering and showcasing amazing projects that extend OpenMMLab with SAM and other exciting features.
Imports Albumentations
PaddlePaddle/PaddleOCRTurn any PDF or image document into structured data for your AI. A powerful, lightweight OCR toolkit that bridges the gap between images/PDFs and LLMs. Supports 100+ languages.
Industrial inspection / defect detection
- papers
- 64
- dependencies
- 0
- public repos
- 2
- HF artifacts
- 0
Imports Albumentations
aws-samples/amazon-sagemaker-edge-defect-detection-computer-visionWorkshop showcasing how to run defect detection using computer vision at the edge with Amazon SageMaker
Imports Albumentations
awslabs/sagemaker-defect-detectionDetect Defects in Products from their Images using Amazon SageMaker
Research paper · 2022
Anomalib: A Deep Learning Library for Anomaly Detection132 citations to this work.
Security / biometrics / surveillance
- papers
- 38
- dependencies
- 0
- public repos
- 1
- HF artifacts
- 0
Imports Albumentations
deepinsight/insightfaceState-of-the-art 2D and 3D Face Analysis Project
Research paper · 2021
Deepfake detection by human crowds, machines, and machine-informed crowds231 citations to this work.
Research paper · 2022
DeepFake detection algorithm based on improved vision transformer115 citations to this work.
Infrastructure / construction inspection
- papers
- 51
- dependencies
- 0
- public repos
- 0
- HF artifacts
- 2
Research paper · 2021
Efficient attention-based deep encoder and decoder for automatic crack segmentation293 citations to this work.
Research paper · 2020
Road Damage Detection and Classification with Detectron2 and Faster R-CNN163 citations to this work.
Research paper · 2022
Asphalt pavement fatigue crack severity classification by infrared thermography and deep learning79 citations to this work.
Maritime / underwater / aquaculture
- papers
- 30
- dependencies
- 0
- public repos
- 0
- HF artifacts
- 2
Research paper · 2022
Underwater Image Enhancement With Reinforcement Learning77 citations to this work.
Research paper · 2021
MFFN: An Underwater Sensing Scene Image Enhancement Method Based on Multiscale Feature Fusion Network62 citations to this work.
Research paper · 2022
Extraction of Aquaculture Ponds along Coastal Region Using U2-Net Deep Learning Model from Remote Sensing Images59 citations to this work.
Environment / wildlife / conservation
- papers
- 17
- dependencies
- 0
- public repos
- 2
- HF artifacts
- 0
Imports Albumentations
IBM/ImpactMeshMultimodal, multitemporal dataset for flood and wildfire prediction
Imports Albumentations
microsoft/MegaDetector-OverheadMegaDetector-Overhead — The Microsoft open-source AI for overhead wildlife detection. Point-based detection model for aerial and drone imagery, identifying wildlife from above. Maintained by Microsoft AI for Good Lab. Part of the Pytorch-Wildlife ecosystem.
Research paper · 2021
A Deep Learning Based Object Identification System for Forest Fire Detection98 citations to this work.
Energy / utilities inspection
- papers
- 12
- dependencies
- 0
- public repos
- 0
- HF artifacts
- 0
Research paper · 2021
Segmentation of cell-level anomalies in electroluminescence images of photovoltaic modules87 citations to this work.
Research paper · 2023
InsPLAD: A Dataset and Benchmark for Power Line Asset Inspection in UAV Images57 citations to this work.
Research paper · 2023
VEPL Dataset: A Vegetation Encroachment in Power Line Corridors Dataset for Semantic Segmentation of Drone Aerial Orthomosaics15 citations to this work.
Projects with verified Albumentations dependencies
Manually allowlisted, strong public evidence suitable for concise landing-page claims. All other signals remain available below with their evidence type and strength.
Uses Albumentations
Agriculture / precision farmingAgML
Curated agricultural machine-learning framework with a verified root dependency declaration.
View dependency evidenceUses Albumentations
Autonomous driving / ADAS / road sceneHybridNets
Curated road-perception project with a verified root dependency declaration.
View dependency evidenceUses Albumentations
Documents / OCR / handwritingPaddleOCR
Curated OCR toolkit with a verified root dependency declaration.
View dependency evidenceUses Albumentations
Geospatial / remote sensingsolaris
Curated geospatial machine-learning framework with a verified root dependency declaration.
View dependency evidenceUses Albumentations
Geospatial / remote sensingterratorch
Curated Earth-observation toolkit with a verified root dependency declaration.
View dependency evidenceUses Albumentations
Geospatial / remote sensingprithvi-pytorch
Curated Earth-observation foundation-model project with a verified root dependency declaration.
View dependency evidenceUses Albumentations
Geospatial / remote sensingGeoSeg
Curated remote-sensing segmentation toolkit with a verified root dependency declaration.
View dependency evidenceUses Albumentations
Geospatial / remote sensingraster-vision
Curated satellite and aerial-imagery framework with a verified root dependency declaration.
View dependency evidenceUses Albumentations
Robotics / manipulationSurfEmb
Curated robotics object-pose project with a verified root dependency declaration.
View dependency evidenceHow to read this evidence
Public evidence signals, not a complete census or a claim of private or production usage.
- Projects listing Albumentations
- Named OSS projects with an exact albumentations or albumentationsx package declaration in a root dependency file.
- Public code imports
- Exact Python import matches discovered in public Python files owned by curated organization and user accounts. A repository is assigned to a domain only when a strict domain keyword matches its repository name, description, or a non-ambiguous matched path; owner names never classify a repository. Each match records whether the import is in source, example, test, documentation, or notebook context.
- Research citations
- OpenAlex and Semantic Scholar citing works, deduplicated by DOI when available and normalized title otherwise. Domain lists require a keyword match in the paper title.
- Hugging Face cards
- Public cards among the top artifacts by downloads for configured domain tags that explicitly mention Albumentations.