Deep learning techniques for in-crop weed recognition in large-scale grain production systems: a review

Deep learning-based segmentation of multiple species of weeds and corn crop using synthetic and real image datasets

(2022) Artzai Picon et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Evaluation of different deep convolutional neural networks for detection of broadleaf weed seedlings in wheat

(2021) Jiayao Zhuang et al.   PEST MANAGEMENT SCIENCE

Robotic Spot Spraying of Harrisia Cactus (Harrisia martinii) in Grazing Pastures of the Australian Rangelands

(2021) Brendan Calvert et al.   Plants-Basel

Binary neural networks: A survey

(2020) Haotong Qin et al.   PATTERN RECOGNITION

Graph weeds net: A graph-based deep learning method for weed recognition

(2020) Kun Hu et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

CNN feature based graph convolutional network for weed and crop recognition in smart farming

(2020) Honghua Jiang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Comparison of Object Detection and Patch-Based Classification Deep Learning Models on Mid- to Late-Season Weed Detection in UAV Imagery

(2020) Arun Narenthiran Veeranampalayam Sivakumar et al.   Remote Sensing

A Survey of Unsupervised Deep Domain Adaptation

(2020) Garrett Wilson et al.   ACM Transactions on Intelligent Systems and Technology

Instance segmentation for the fine detection of crop and weed plants by precision agricultural robots

(2020) Julien Champ et al.   Applications in Plant Sciences

Sensor-based mechanical weed control: Present state and prospects

(2020) Jannis Machleb et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

DeepWeeds: A Multiclass Weed Species Image Dataset for Deep Learning

(2019) Alex Olsen et al.   Scientific Reports

Analysis of Spectral Bands and Spatial Resolutions for Weed Classification Via Deep Convolutional Neural Network

(2019) Adnan Farooq et al.   IEEE Geoscience and Remote Sensing Letters

Deep learning for image-based weed detection in turfgrass

(2019) Jialin Yu et al.   EUROPEAN JOURNAL OF AGRONOMY

Vegetation detection and discrimination within vegetable plasticulture row-middles using a convolutional neural network

(2019) Shaun M. Sharpe et al.   PRECISION AGRICULTURE

Automated crop plant detection based on the fusion of color and depth images for robotic weed control

(2019) Jingyao Gai et al.   Journal of Field Robotics

Multi-Resolution Weed Classification via Convolutional Neural Network and Superpixel Based Local Binary Pattern Using Remote Sensing Images

(2019) Adnan Farooq et al.   Remote Sensing

Unsupervised deep learning and semi-automatic data labeling in weed discrimination

(2019) Alessandro dos Santos Ferreira et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Vision-Based Freezing of Gait Detection With Anatomic Directed Graph Representation

(2019) Kun Hu et al.   IEEE Journal of Biomedical and Health Informatics

Assessment of yield and economic losses in agriculture due to weeds in India

(2018) Yogita Gharde et al.   CROP PROTECTION

Recent advances in convolutional neural networks

(2018) Jiuxiang Gu et al.   PATTERN RECOGNITION

A Survey of Clustering with Deep Learning: From the Perspective of Network Architecture

(2018) Erxue Min et al.   IEEE Access

Improving efficiency of organic farming by using a deep learning classification approach

(2018) Florian J. Knoll et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

AgroAVNET for crops and weeds classification: A step forward in automatic farming

(2018) Trupti R. Chavan et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Deep Learning with Unsupervised Data Labeling for Weed Detection in Line Crops in UAV Images

(2018) M Bah et al.   Remote Sensing

SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation

(2017) Vijay Badrinarayanan et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Agricultural robot dataset for plant classification, localization and mapping on sugar beet fields

(2017) Nived Chebrolu et al.   INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH

Robot for weed species plant-specific management

(2017) Owen Bawden et al.   Journal of Field Robotics

Plant species classification using deep convolutional neural network

(2016) Mads Dyrmann et al.   BIOSYSTEMS ENGINEERING

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS