BonnBeetClouds3D: Leaf Instance Segmentation of Field Point Clouds

University of Bonn, Photogrammetry and Robotics Lab

Before trusting an AI system on a farming or food task you need a way to check it. Leaf instance segmentation on photogrammetric point clouds of real sugar beet breeding trials covering 48 plant varieties.

Models, data & tools
Research & scientific knowledge
Free
Cloud-hosted
Visit provider site
QUICK INFO
SOLUTION TYPE
Models, data & tools
TECHNOLOGY CATEGORY
Benchmarks & evaluations
AREA OF WORK
Research & scientific knowledge
ACCESS
Free
DEPLOYMENT
Cloud-hosted
SOURCE REVIEWED
August 17, 2026

What it helps with

  • Separate individual sugar beet leaves in three dimensions
  • Work with point clouds of beet plants
  • Measure leaves in a breeding trial
  • Test leaf segmentation on real field trials
  • Sugar beet variety point cloud benchmark

Scope & audience

WHO IT'S FOR

Scientist / researcher · Developer / AI builder

AREA OF WORK

Research & scientific knowledge

COMMODITY / SCOPE

Cross-commodity

Access & technical details

ACCESS

Anyone can get it

INTERFACE

Hosted leaderboard

DEPLOYMENT

Hosted by the publisher

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

Global Safety Evaluation for Autonomous Robots

INRAE, via agrifoodTEF
Services & solution providers
Before trusting an AI system on a farming or food task you need a way to check it. Reviews risk assessment, safety function design and validation plans of autonomous farm robots against ISO 18497, ISO 25119 and Machinery Regulation 2023/1230.
Paid or approval
Cloud-hosted
Benchmarks & evaluations
View listing
Global Safety Evaluation for Autonomous Robots
research-develop
research-and-scientific-knowledge
obtainable-service-or-consultancy
benchmarks-and-evals
Paid or approval
Cloud-hosted
August 17, 2026
  • Review my farm robot safety design
  • Check a risk assessment for an autonomous machine
  • Does my robot meet machinery rules
  • Validate safety functions on farm robots
  • Safety review against farm machinery standards

AutoBench Agronomy/Evja Run

Peter Kruger / Evja
Models, data & tools
If you want to repeat someone else's model comparison rather than take their word for it, you need the run itself. This is a published evaluation run comparing language models on agronomy questions, with the data to reproduce it.
Free · Open source
Self-hosted / on-premise · Downloadable
Benchmarks & evaluations
View listing
AutoBench Agronomy/Evja Run
plan-manage-production
agronomy-soil-and-crop-management
buildable-or-downloadable-component
benchmarks-and-evals
Free · Open source
Self-hosted / on-premise · Downloadable
August 17, 2026
  • Reproduce a model comparison on agronomy questions
  • Published results comparing farm advice models
  • Check someone else's model evaluation
  • Data to rerun an agronomy test
  • How did models score on agronomy questions
  • Repeat a language model comparison yourself
Is this your Resource?

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