Global Wheat Head Dataset (GWHD 2020/2021)

GWHD consortium / Arvalis / CIMMYT / INRAE and partners

Training a model to count wheat heads needs field photos from more than one farm. This is a downloadable image collection gathered across many regions, with wheat heads marked up so you can train or score detectors.

Models, data & tools
Agronomy, soil & crop management
Free
Self-hosted / on-premise · Downloadable
Visit provider site
QUICK INFO
SOLUTION TYPE
Models, data & tools
TECHNOLOGY CATEGORY
Datasets & corpora
AREA OF WORK
Agronomy, soil & crop management
ACCESS
Free
DEPLOYMENT
Self-hosted / on-premise · Downloadable
SOURCE REVIEWED
August 23, 2026

What it helps with

  • Count wheat heads in field photos
  • Labelled wheat images from many regions
  • Train a wheat head detector
  • Score a wheat counting model
  • Wheat field photos for research
  • Estimate wheat density from pictures

Scope & audience

WHO IT'S FOR

Scientist / researcher

AREA OF WORK

Agronomy, soil & crop management

COMMODITY / SCOPE

Row crops

Access & technical details

ACCESS

Anyone can get it

INTERFACE

Dataset download

DEPLOYMENT

You run it yourself

LANGUAGES

Not stated by provider

Source information

This listing was compiled from publicly available source material. Verify current details with the provider.

PROVIDER DOCUMENTATION
Reviewed August 2026

Explore more like this

sulaimank/grain-asr

Individual publisher
Models, data & tools
Building voice tools for farmers means finding recordings and transcripts in the right language and subject area. This is a speech dataset about grain, shared for training or testing systems that turn spoken words into text.
Free
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
sulaimank/grain-asr
plan-manage-production
agronomy-soil-and-crop-management
buildable-or-downloadable-component
datasets-and-corpora
Free
Self-hosted / on-premise · Downloadable
August 17, 2026
  • Turn spoken farming words into text
  • Voice recordings about grain with transcripts
  • Build a voice tool for grain farmers
  • Train speech recognition on farming speech
  • Test how well software hears grain terms
  • Speech data for a farm helpline

Dairy cow sound dataset

Dataset authors
Models, data & tools
Picking up signs of trouble from the sounds cows make is hard to do around the clock. This is an openly shared dataset of sound features taken from dairy cow calls, for people building audio recognition tools.
Free
Self-hosted / on-premise · Downloadable
Datasets & corpora
View listing
Dairy cow sound dataset
plan-manage-production
livestock-and-aquaculture
buildable-or-downloadable-component
datasets-and-corpora
Free
Self-hosted / on-premise · Downloadable
August 23, 2026
  • Tell if a cow is in trouble from calls
  • Dairy cow sound recordings for analysis
  • Build an audio monitor for a dairy barn
  • Train a model on cattle vocal sounds
  • Listen for cow distress overnight
  • Sound features from dairy cows to download
Is this your Resource?

Contact us to claim this listing and add details, screenshots or a demo.