Verified runtime dependency · model
nvidia/NVIDIA-Nemotron-Parse-v1.2232,066 public downloads · nvidia
dependency manifest in README.md
Open public evidence Adoption evidence
Public Hugging Face census
Verified public Hugging Face use of Albumentations
This census covers public models, datasets, and Spaces with verifiable code use or runtime dependency evidence. Reference-only cards are not included in the headline adoption count.
634
verified public artifacts
592
runtime dependencies
523
public owners
616
independent content lineages
336
active verified Spaces
Verified artifacts by vertical
These classifications are multi-label, so vertical counts are not additive. Each card links to the broader vertical evidence page, where Hugging Face records sit beside GitHub, research, and competition evidence.
Agriculture and foodVerified in 26 public Hugging Face artifactsView evidence Pexels
Autonomous mobilityVerified in 15 public Hugging Face artifactsView evidence Pexels
Documents and OCRVerified in 19 public Hugging Face artifactsView evidence Pexels
Drones and UAVsVerified in 4 public Hugging Face artifactsView evidence Pexels
Energy and utilitiesVerified in 1 public Hugging Face artifactsView evidence Pexels
Environment and conservationVerified in 3 public Hugging Face artifactsView evidence Pexels
General computer visionVerified in 345 public Hugging Face artifactsView evidence Pexels
Geospatial and Earth observationVerified in 27 public Hugging Face artifactsView evidence Pexels
Industrial and manufacturingVerified in 6 public Hugging Face artifactsView evidence Pexels
InfrastructureVerified in 9 public Hugging Face artifactsView evidence Pexels
Life sciencesVerified in 121 public Hugging Face artifactsView evidence Pexels
MaritimeVerified in 5 public Hugging Face artifactsView evidence Pexels
Media and cultural heritageVerified in 72 public Hugging Face artifactsView evidence Pexels
Retail and ecommerceVerified in 2 public Hugging Face artifactsView evidence Pexels
Scientific researchVerified in 38 public Hugging Face artifactsView evidence Pexels
Security and biometricsVerified in 7 public Hugging Face artifactsView evidence Pexels
SportsVerified in 21 public Hugging Face artifactsView evidence Pexels
Medical imagingPart of life sciencesVerified in 117 public Hugging Face artifactsView evidence Pexels
Only verticals with a verified public Hugging Face artifact are shown. The photographs illustrate workloads; they are not artifact evidence.
Named public records
Inspect verifiable examples
The selection gives each represented vertical a place before adding more high-download examples. Each card links both to the artifact and to the specific public evidence collected for it.
Verified runtime dependency · dataset
ibm-esa-geospatial/TerraMesh6,285 public downloads · ibm-esa-geospatial
card code import in README.md
Open public evidenceVerified runtime dependency · model
StanfordAIMI/CheXagent-2-3b-srrg-findings5,152 public downloads · StanfordAIMI
dependency manifest in README.md
Open public evidenceVerified public-code use · model
StanfordAIMI/CheXagent-2-3b4,979 public downloads · StanfordAIMI
python ast import in modeling_visual.py
Open public evidenceVerified runtime dependency · model
smp-hub/segformer-b2-1024x1024-city-160k329 public downloads · smp-hub
card code import in README.md
Open public evidenceVerified public-code use · model
eymenslimani/plant-disease-detector4 public downloads · eymenslimani
card code import in README.md
Open public evidenceVerified runtime dependency · space
aaburakhia/steel-defect-detection0 public downloads · aaburakhia
python ast import in app.py
Open public evidenceVerified runtime dependency · space
ABRUBAB/brain-tumor-classifier0 public downloads · ABRUBAB
python ast import in app.py
Open public evidenceVerified runtime dependency · space
Adib2210011/crack-detection-vit0 public downloads · Adib2210011
python ast import in app.py
Open public evidenceVerified runtime dependency · space
adityaranjan2005/retinal-vessel-analysis0 public downloads · adityaranjan2005
python ast import in app.py
Open public evidenceVerified runtime dependency · space
anh1811/yolov3_cl0 public downloads · anh1811
python ast import in app.py
Open public evidenceVerified runtime dependency · space
chiatx22/face-recognition0 public downloads · chiatx22
python ast import in app.py
Open public evidenceHow this count is defined
Current public Hugging Face models, datasets, and Spaces discovered through broad and exact full-text queries, repository-name search, CV-Space negative sampling, and checked-in web-sanity seeds.
The verified threshold is public code evidence or a runtime dependency. The snapshot does not establish a commercial-license need, production deployment, or endorsement.