Agriculture and food
research papers

Albumentations in Agriculture and food research

Used in 60 research papers

Crop, livestock, food-production, and precision-agriculture vision systems.

Agricultural drone flying over rows of crops
Photo: Magda Ehlers on Pexels

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Most-cited research papers

Showing the top 60

  1. #1

    Generative adversarial networks (GANs) for image augmentation in agriculture: A systematic review

    2022
    359 citations

  2. #2

    YOLOWeeds: A novel benchmark of YOLO object detectors for multi-class weed detection in cotton production systems

    2023
    301 citations

  3. #3

    A mobile-based system for maize plant leaf disease detection and classification using deep learning

    2023
    113 citations

  4. #4

    Performance evaluation of deep learning object detectors for weed detection for cotton

    2022
    105 citations

  5. #5

    Deep Learning-Based Weed Detection Using UAV Images: A Comparative Study

    2023
    66 citations

  6. #6

    DBA_SSD: A Novel End-to-End Object Detection Algorithm Applied to Plant Disease Detection

    2021
    59 citations

  7. #7

    An Efficient Hybrid CNN Classification Model for Tomato Crop Disease

    2023
    56 citations

  8. #8

    Autonomous Mobile Robot for Apple Plant Disease Detection based on CNN and Multi-Spectral Vision System

    2021
    46 citations

  9. #9

    FruitDet: Attentive Feature Aggregation for Real-Time Fruit Detection in Orchards

    2021
    36 citations

  10. #10

    Improving spatial transferability of deep learning models for small-field crop yield prediction

    2024
    30 citations

  11. #11

    Weed image augmentation by ControlNet-added stable diffusion for multi-class weed detection

    2025
    29 citations

  12. #12

    Standardizing and Centralizing Datasets for Efficient Training of Agricultural Deep Learning Models

    2023
    29 citations

  13. #13

    Plant disease symptom segmentation in chlorophyll fluorescence imaging with a synthetic dataset

    2022
    22 citations

  14. #14

    A Deep Learning Image Augmentation Method for Field Agriculture

    2024
    21 citations

  15. #15

    Accelerating weed detection for smart agricultural sprayers using a Neural Processing Unit

    2025
    16 citations

  16. #16

    Deployable Deep Learning for Cross-Domain Plant Leaf Disease Detection via Ensemble Learning, Knowledge Distillation, and Quantization

    2025
    15 citations

  17. #17

    AI-driven real-time weed detection and robotic smart spraying for optimised performance and operational speed in vegetable production

    2025
    14 citations

  18. #18

    A deep feature fusion network using residual channel shuffled attention for cassava leaf disease detection

    2023
    12 citations

  19. #19

    Enhanced Classification of Potato Leaf Disease Using Xception and ReduceLROnPlateau Callbacks

    2023
    12 citations

  20. #20

    Precision farming: Using an IoT multimodal data-driven deep network to optimize irrigation in wheat crops

    2025
    6 citations

  21. #21

    Accurately Identifying Different Ripening Stages of Strawberry Fruits in Complex Agricultural Scenarios

    2025
    5 citations

  22. #22

    A comparative study of plant phenotyping workflows based on three-dimensional reconstruction from multi-view images

    2024
    3 citations

  23. #23

    Deep Learning and Remote Sensing for Restoring Abandoned Agricultural Lands in the Middle Volga (Russia)

    2024
    3 citations

  24. #24

    Bayesian Aggregation Improves Traditional Single-Image Crop Classification Approaches

    2022
    3 citations

  25. #25

    Ensemble Learning-Based Weed Detection from a Duck’s Perspective Using an Aquatic Drone in Rice Paddies

    2025
    2 citations

  26. #26

    FSEA: Incorporating domain-specific prior knowledge for few-shot weed detection

    2025
    2 citations

  27. #27

    A hybrid UNet based approach for crop classification using Sentinel-1B synthetic aperture radar images

    2024
    2 citations

  28. #28

    Automatic detection of agricultural plastic greenhouses using deep learning and aerial RGB images

    2026
    1 citations

  29. #29

    CAFE-DETR: A Sesame Plant and Weed Classification and Detection Algorithm Based on Context-Aware Feature Enhancement

    2026
    1 citations

  30. #30

    DBPC-DETR: a lightweight dual backbone network for real-time identification of multi-scale grape leaf diseases under field conditions

    2026
    1 citations

  31. #31

    YOLO-FLBM: a lightweight and high-performance model for tomato ripeness detection in complex greenhouse environments

    2026
    1 citations

  32. #32

    A TinyMLOps-Based Edge AI Approach for Early Detection of Emerging Plant Diseases

    2025
    1 citations

  33. #33

    From Black-Box to Glass-Box: Explainable Plant Disease Segmentation for Early Detection Using SegFormer

    2025
    1 citations

  34. #34

    Precision Livestock Farming: YOLOv12-Based Automated Detection of Keel Bone Lesions in Laying Hens

    2025
    1 citations

  35. #35

    Effect of Depth Band Replacement on Red, Green and Blue Image for Deep Learning Weed Detection

    2024
    1 citations

  36. #36

    Estimation of Tiller Number in Rice Using a Field Robot and Deep Learning

    2022
    1 citations

  37. #37

    A Leakage-Aware Deep Learning Framework for Multi-Class Classification of Moringa Leaf Diseases Using CNN–Vision Transformer Architectures

    2026
    0 citations

  38. #38

    A multi-feature fusion deep neural network with attention for multi-task crop monitoring

    2026
    0 citations

  39. #39

    A robust approach for olive leaf disease detection in uncontrolled environments

    2026
    0 citations

  40. #40

    A TinyMLOps Pipeline for Coarse-Grained Plant Disease Classification in Precision Agriculture

    2026
    0 citations

  41. #41

    AIoT-Driven Pest Monitoring Approach for Real-Time Tuta absoluta Detection in a Controlled Greenhouse Environment

    2026
    0 citations

  42. #42

    Comparison of Deep Learning Models for Weed Detection and Classification in Wheat Fields Based on UAV Imagery

    2026
    0 citations

  43. #43

    Deep learning for apple leaf disease diagnosis: a comparative study with convolutional neural networks and transformers

    2026
    0 citations

  44. #44

    EMAF-Net: A Lightweight Single-Stage Detector for 13-Class Object Detection in Agricultural Rural Road Scenes

    2026
    0 citations

  45. #45

    Occlusion-aware fruit segmentation and quantitative visibility estimation for robotic harvesting of navel oranges

    2026
    0 citations

  46. #46

    PCR-Validated Comparative Deep Learning Analysis of CNN and YOLO Models for UAV-Based multi-spectral Detection of Sugarcane White Leaf Disease (WLD)

    2026
    0 citations

  47. #47

    PlantaNet and PlantaNetLite: Efficient and explainable multi-crop plant disease classification via transformer benchmarking and custom lightweight CNNs

    2026
    0 citations

  48. #48

    Progressive Resolution Training with Attention-Enhanced Ensemble Learning for Automated Recognition of Sugarcane Leaf Diseases

    2026
    0 citations

  49. #49

    SmartWeed: An Autonomous Rover System for Real‐Time Weed Detection and Classification in Agricultural Fields

    2026
    0 citations

  50. #50

    A privacy-protecting eggplant disease detection framework based on the YOLOv11n-12D model

    2025
    0 citations

  51. #51

    Advancing Precision Agriculture: A Deep Learning Approach for Agricultural Land Cover Classification Using Satellite Imagery

    2025
    0 citations

  52. #52

    Deep Learning-Based Leaf Diseases Detection in Indoor Ornamental Plants: A Comparative Study of YOLOv8, YOLOv9, and YOLOv11

    2025
    0 citations

  53. #53

    Enabling Plant Phenotyping in Weedy Environments using Multi-Modal Imagery via Synthetic and Generated Training Data

    2025
    0 citations

  54. #54

    Multi-Output vs Single-Output Deep Learning for Plant Disease Detection

    2025
    0 citations

  55. #55

    Utilizing an Efficient Deep Convolutional Neural Network for the Automatic Classification of Plant Leaf Diseases

    2025
    0 citations

  56. #56

    Fast Ready-To-Harvest Cotton Detection and Classification with YOLOv8 in Greenhouse Crops

    2024
    0 citations

  57. #57

    Plant Disease Detection Using Deep Learning: A Proof of Concept on Pear Leaf Disease Detection

    2024
    0 citations

  58. #58

    IMPROVEMENT OF REMOTE SENSING METHODS OF THE SPREAD OF INVASIVE PLANT SPECIES IN THE CONTEXT OF ASSESSING POTENTIAL DAMAGE TO THE ENVIRONMENT AND AGRICULTURE

    2023
    0 citations

  59. #59

    deepNIR: Datasets for Generating Synthetic NIR Images and Improved Fruit Detection System Using Deep Learning Techniques

    2022
    0 citations

  60. #60

    Ridge-following control for agricultural tractors using deep learning and stereo camera

    2022
    0 citations