Image: Kaggle competition pageKaggle · 2026
CSIRO - Image2Biomass Prediction
Predict biomass using the provided pasture images
- Placements
- 5
- Teams
- 3,805
- Prize pool
- $75,000
Adoption evidence
Illustrative imagePhoto: Magda Ehlers on Pexels 
Classified public GitHub repositories104Repository metadata matched to this vertical; classifications are multi-label and non-additive.View evidence Research works citing Albumentations53Public citations assigned to this vertical. Citation evidence is not deployment evidence.View evidence Competition records3Released-package competition records tagged to this vertical.View evidence 
Verified Hugging Face artifacts26Public models, datasets, and Spaces with code-use or runtime-dependency evidence.View evidence
Vertical evidence
Albumentations evidence in Agriculture and food
Crop, livestock, food-production, and precision-agriculture vision systems.
This page keeps broad public-source counts distinct from the named records below. They describe public evidence, not companies, customers, production deployments, or commercial licenses.
Classified public GitHub repositories104Repository metadata matched to this vertical; classifications are multi-label and non-additive.View evidence Research works citing Albumentations53Public citations assigned to this vertical. Citation evidence is not deployment evidence.View evidence Competition records3Released-package competition records tagged to this vertical.View evidence Verified Hugging Face artifacts26Public models, datasets, and Spaces with code-use or runtime-dependency evidence.View evidence ML competitions
Winning solutions in Agriculture and food
Each competition keeps placement-level public sources and a source image linked back to the competition provider.
Image: Kaggle competition page
Image: Kaggle competition pageKaggle · 2021
Cassava Leaf Disease Classification
Identify the type of disease present on a Cassava Leaf image
- Placements
- 4
- Teams
- 3,900
- Prize pool
- $18,000
Image: Kaggle competition pageKaggle · 2020
Global Wheat Detection
Can you help identify wheat heads using image analysis?
- Placements
- 4
- Teams
- 1,742
- Prize pool
- $15,000
Named public records
Inspect the evidence itself
These records are curated examples from the detailed snapshot. Their count can be lower than the broader source count above because the sources are collected and refreshed independently.
Exact public-code imports
Each named record identifies the context of an exact import. An import can appear in source, an example, a test, documentation, or a notebook.
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Import in source
AgMLFramework for agricultural machine-learning datasets and models.
Import in source
robot-learning-freiburg/INoDINoD: Injected Noise Discriminator for Self-Supervised Representation Learning in Agricultural Fields.
Research citations
A citation establishes research use or discovery. It does not by itself prove a dependency, deployment, endorsement, or commercial license.
53
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Published 2022
Generative adversarial networks (GANs) for image augmentation in agriculture: A systematic review339 citations to this work.
Published 2023
YOLOWeeds: A novel benchmark of YOLO object detectors for multi-class weed detection in cotton production systems279 citations to this work.
Published 2023
A mobile-based system for maize plant leaf disease detection and classification using deep learning105 citations to this work.
Published 2022
Performance evaluation of deep learning object detectors for weed detection for cotton99 citations to this work.
Published 2023
Deep Learning-Based Weed Detection Using UAV Images: A Comparative Study59 citations to this work.
Published 2021
DBA_SSD: A Novel End-to-End Object Detection Algorithm Applied to Plant Disease Detection58 citations to this work.
Published 2023
An Efficient Hybrid CNN Classification Model for Tomato Crop Disease52 citations to this work.
Published 2021
Autonomous Mobile Robot for Apple Plant Disease Detection based on CNN and Multi-Spectral Vision System46 citations to this work.
Published 2021
FruitDet: Attentive Feature Aggregation for Real-Time Fruit Detection in Orchards35 citations to this work.
Published 2023
Standardizing and Centralizing Datasets for Efficient Training of Agricultural Deep Learning Models26 citations to this work.
Published 2025
Weed image augmentation by ControlNet-added stable diffusion for multi-class weed detection22 citations to this work.
Published 2024
Improving spatial transferability of deep learning models for small-field crop yield prediction22 citations to this work.
Published 2024
A Deep Learning Image Augmentation Method for Field Agriculture20 citations to this work.
Published 2022
Plant disease symptom segmentation in chlorophyll fluorescence imaging with a synthetic dataset18 citations to this work.
Published 2025
Accelerating weed detection for smart agricultural sprayers using a Neural Processing Unit16 citations to this work.
Published 2023
A deep feature fusion network using residual channel shuffled attention for cassava leaf disease detection12 citations to this work.
Published 2023
Enhanced Classification of Potato Leaf Disease Using Xception and ReduceLROnPlateau Callbacks12 citations to this work.
Published 2025
AI-driven real-time weed detection and robotic smart spraying for optimised performance and operational speed in vegetable production9 citations to this work.
Published 2025
Deployable Deep Learning for Cross-Domain Plant Leaf Disease Detection via Ensemble Learning, Knowledge Distillation, and Quantization6 citations to this work.
Published 2025
Precision farming: Using an IoT multimodal data-driven deep network to optimize irrigation in wheat crops5 citations to this work.
Published 2025
Accurately Identifying Different Ripening Stages of Strawberry Fruits in Complex Agricultural Scenarios3 citations to this work.
Published 2024
A comparative study of plant phenotyping workflows based on three-dimensional reconstruction from multi-view images3 citations to this work.
Published 2024
Deep Learning and Remote Sensing for Restoring Abandoned Agricultural Lands in the Middle Volga (Russia)3 citations to this work.
Published 2022
Bayesian Aggregation Improves Traditional Single-Image Crop Classification Approaches3 citations to this work.
Published 2024
A hybrid UNet based approach for crop classification using Sentinel-1B synthetic aperture radar images2 citations to this work.
Published 2025
Ensemble Learning-Based Weed Detection from a Duck’s Perspective Using an Aquatic Drone in Rice Paddies2 citations to this work.
Published 2025
From Black-Box to Glass-Box: Explainable Plant Disease Segmentation for Early Detection Using SegFormer1 citations to this work.
Published 2026
DBPC-DETR: a lightweight dual backbone network for real-time identification of multi-scale grape leaf diseases under field conditions1 citations to this work.
Published 2025
FSEA: Incorporating domain-specific prior knowledge for few-shot weed detection1 citations to this work.
Published 2026
YOLO-FLBM: a lightweight and high-performance model for tomato ripeness detection in complex greenhouse environments1 citations to this work.
Published 2025
Precision Livestock Farming: YOLOv12-Based Automated Detection of Keel Bone Lesions in Laying Hens1 citations to this work.
Published 2024
Effect of Depth Band Replacement on Red, Green and Blue Image for Deep Learning Weed Detection1 citations to this work.
Published 2022
Estimation of Tiller Number in Rice Using a Field Robot and Deep Learning1 citations to this work.
Published 2024
Plant Disease Detection Using Deep Learning: A Proof of Concept on Pear Leaf Disease Detection0 citations to this work.
Published 2022
Ridge-following control for agricultural tractors using deep learning and stereo camera0 citations to this work.
Published 2026
Occlusion-aware fruit segmentation and quantitative visibility estimation for robotic harvesting of navel oranges0 citations to this work.
Published 2026
SmartWeed: An Autonomous Rover System for Real‐Time Weed Detection and Classification in Agricultural Fields0 citations to this work.
Published 2026
A multi-feature fusion deep neural network with attention for multi-task crop monitoring0 citations to this work.
Published 2025
Advancing Precision Agriculture: A Deep Learning Approach for Agricultural Land Cover Classification Using Satellite Imagery0 citations to this work.
Published 2025
Utilizing an Efficient Deep Convolutional Neural Network for the Automatic Classification of Plant Leaf Diseases0 citations to this work.
Published 2025
A TinyMLOps-Based Edge AI Approach for Early Detection of Emerging Plant Diseases0 citations to this work.
Published 2024
Fast Ready-To-Harvest Cotton Detection and Classification with YOLOv8 in Greenhouse Crops0 citations to this work.
Published 2025
Multi-Output vs Single-Output Deep Learning for Plant Disease Detection0 citations to this work.
Published 2025
Deep Learning-Based Leaf Diseases Detection in Indoor Ornamental Plants: A Comparative Study of YOLOv8, YOLOv9, and YOLOv110 citations to this work.
Published 2026
PlantaNet and PlantaNetLite: Efficient and explainable multi-crop plant disease classification via transformer benchmarking and custom lightweight CNNs0 citations to this work.
Published 2026
Progressive Resolution Training with Attention-Enhanced Ensemble Learning for Automated Recognition of Sugarcane Leaf Diseases0 citations to this work.
Published 2025
A privacy-protecting eggplant disease detection framework based on the YOLOv11n-12D model0 citations to this work.
Published 2026
CAFE-DETR: A Sesame Plant and Weed Classification and Detection Algorithm Based on Context-Aware Feature Enhancement0 citations to this work.
Published 2026
Comparison of Deep Learning Models for Weed Detection and Classification in Wheat Fields Based on UAV Imagery0 citations to this work.
Published 2022
deepNIR: Datasets for Generating Synthetic NIR Images and Improved Fruit Detection System Using Deep Learning Techniques0 citations to this work.
Published 2026
EMAF-Net: A Lightweight Single-Stage Detector for 13-Class Object Detection in Agricultural Rural Road Scenes0 citations to this work.
Published 2023
IMPROVEMENT OF REMOTE SENSING METHODS OF THE SPREAD OF INVASIVE PLANT SPECIES IN THE CONTEXT OF ASSESSING POTENTIAL DAMAGE TO THE ENVIRONMENT AND AGRICULTURE0 citations to this work.
Published 2025
Enabling Plant Phenotyping in Weedy Environments using Multi-Modal Imagery via Synthetic and Generated Training Data0 citations to this work.
Verified Hugging Face artifacts
Each record has public code-use or runtime-dependency evidence. Reference-only cards are not shown here.
26
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Verified public-code use · Hugging Face model
eymenslimani/plant-disease-detector4 public downloads · card code import in README.md
Verified runtime dependency · Hugging Face space
Abdallatif/food_diabetes_app_space0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
codealchemist01/food-classifier-space0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
darshnkd/PlantVsionAI0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
devkota/semanticSegmentationDemo0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
DEvRiders/PlantdiseaseAI0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
farrell236/AMDRisk0 public downloads · dependency manifest in deepseenet/augmentations.py
Verified runtime dependency · Hugging Face space
farrell236/DeepSeeNet0 public downloads · dependency manifest in augmentations.py
Verified runtime dependency · Hugging Face space
Happy623623/korean-food-calorie0 public downloads · dependency manifest in requirements.txt
Verified runtime dependency · Hugging Face space
jadesandoval/Plant-Disease-Detection-Demo0 public downloads · python ast import in app.py
Verified public-code use · Hugging Face model
jatinmehra/CSIRO-AUX_MODEL0 public downloads · python ast import in train.py
Verified runtime dependency · Hugging Face space
jinfengxie/BFMS_Mask2Former0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
Lazypanda0103/FreshVision-AI0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
MIE1517-CookBasedOnWhatYouHave/CookBasedOnWhatYouHave0 public downloads · dependency manifest in Dockerfile
Verified runtime dependency · Hugging Face space
MrGAI/Food_Barcode_Detection0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
nirmalpratheep/CIFAR100_ImageClassifier0 public downloads · python ast import in preprocess.py
Verified runtime dependency · Hugging Face space
Nishant2711/plant-disease-classifier0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
noor8/plant-disease-diagnosis0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
ontesla2020/trashsmartapp10 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
Shahid-Asghar/DeepMediScan0 public downloads · dependency manifest in Dockerfile
Verified runtime dependency · Hugging Face space
Shravya30/Mar_Tulu0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
Shravya30/tuluintern0 public downloads · python ast import in app.py
Verified runtime dependency · Hugging Face space
shriarul5273/model-optimization-lab0 public downloads · dependency manifest in app.py
Verified runtime dependency · Hugging Face space
subho-likes-code/resnet-cifar100-demo0 public downloads · python ast import in inference.py
Verified runtime dependency · Hugging Face space
Vansh180/plastic-waste-classifier-demo0 public downloads · python ast import in app.py
Verified public-code use · Hugging Face space
Vishalpainjane/Segmentation-lulc0 public downloads · python ast import in main3.py