OpenSourceAg

Open agricultural datasets, software, and hardware

A curated compilation of open-source datasets, tools, and projects for agricultural computer vision, machine learning, and precision farming.

43
Datasets
9
Software
10
Hardware

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Search, filter, and explore open-source agricultural datasets and tools

Link
Agriculture-Vision

Aerial images for detecting weeds in various agricultural fields

Visit Agriculture-Vision
Agronomy Resources

Collection of agronomy textbooks and guides from university extension programs

Visit Agronomy Resources
BIOSCAN-1M

Insect specimens from Costa Rica, Canada, South Africa using Malaise traps

Visit BIOSCAN-1M
Blackgrass in Wheat/Barley

Multispectral fine-grained classification for detecting blackgrass

Visit Blackgrass in Wheat/Barley
Carrot-Weed

Carrot and weed segmentation dataset

Visit Carrot-Weed
Corn/Lettuce/Radish

Maize, Canada thistle, fat hen, bluegrass, lettuce, radish classification

Visit Corn/Lettuce/Radish
CornWeed

Weed detection in corn crops collected on farm machines

Visit CornWeed
CottonWeedDet12

12-class cotton and weed detection dataset

Visit CottonWeedDet12
CottonWeeds

15-class cotton weed classification including morningglory, Palmer amaranth, waterhemp

Visit CottonWeeds
CropAndWeed

74 crop and weed species with bounding boxes, segmentation, and centroid detection

Visit CropAndWeed
Crops3D

First comprehensive 3D crop dataset for instance and organ segmentation

Visit Crops3D
CWD30

Extensive crop-weed dataset with multi-view and multi-stage plant images

Visit CWD30
CWF-788

Cauliflower segmentation dataset

Visit CWF-788
CWFID

Carrot and weed field image segmentation dataset

Visit CWFID
Dhan-Shomadhan

Rice leaf disease classification for Bangladeshi local rice

Visit Dhan-Shomadhan
Early Crop Weed

High-definition RGB images of crops and weeds at early growth stages

Visit Early Crop Weed
Global Wheat Head Dataset

Field-collected wheat head dataset with bounding boxes and segmentation

Visit Global Wheat Head Dataset
GrassClover

White clover, red clover, shepherd's purse, thistle, dandelion segmentation

Visit GrassClover
ImAg4Wheat

2.5M images spanning 2,000+ genotypes and 500 environmental conditions

Visit ImAg4Wheat
iNatAg

Curated images from iNaturalist database for crop-weed detection training

Visit iNatAg
IP102

Large-scale insect pest recognition benchmark with hierarchical taxonomy

Visit IP102
KFuji RGB-DSM dataset

RGB and Depth images of fuji apple trees for fruit detection

Visit KFuji RGB-DSM dataset
Leaf Counting

Plant leaf counting dataset for regression/counting tasks

Visit Leaf Counting
LincolnBeet

Sugar beet and weed bounding box dataset

Visit LincolnBeet
MinneApple

Comprehensive dataset for apple detection and segmentation

Visit MinneApple
Moving Fields Weed Dataset

High-throughput phenotyping facility images with 36 species

Visit Moving Fields Weed Dataset
OPPD

Open Plant Phenotyping Database of common weeds in Denmark

Visit OPPD
Plant Seedling Dataset

Maize, wheat, sugar beet, and weed seedling segmentation

Visit Plant Seedling Dataset
PlantNet/PSegNet Dataset

Point cloud dataset with sorghum, tomato, tobacco samples

Visit PlantNet/PSegNet Dataset
PlantVillage

Plant disease classification across 14 crop species and 26 diseases

Visit PlantVillage
Precision Sustainable Ag 2021

OpenCV competition dataset with grass species, horseweed, cowpea, etc.

Visit Precision Sustainable Ag 2021
RiceSEG

First comprehensive multiclass rice semantic segmentation dataset from 5 countries

Visit RiceSEG
RoboWeedMap

Monocotyledonous and dicotyledonous weed bounding box dataset

Visit RoboWeedMap
Sandplain Lupins

UAV and smartphone images of sandplain lupin in Western Australia

Visit Sandplain Lupins
SemanticSugarBeets

Post harvest sugarbeet instance segmentation with damage/rot classes

Visit SemanticSugarBeets
Soybean/Grass/Broadleaf/Soil

Soybean, grass weeds, and broadleaf weeds segmentation

Visit Soybean/Grass/Broadleaf/Soil
Sugar beets

Sugar beet and 9 weed species segmentation

Visit Sugar beets
SynthTree43K

Synthetic tree trunk dataset developed with Unity game engine

Visit SynthTree43K
TimberVision

Tree-trunk detection and tracking based on RGB images

Visit TimberVision
WE3DS

First RGB-D dataset for multi-class plant species semantic segmentation

Visit WE3DS
Weed-AI

Open repository hosting platform for weed image datasets

Visit Weed-AI
WeedMap

Sugar beet weed mapping segmentation dataset

Visit WeedMap
WeedNet

Sugar beet and weed segmentation dataset

Visit WeedNet

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