Weed Detection Classification ML Frameworks

Tools for detecting, identifying, and classifying weeds in agricultural settings using computer vision and deep learning. Includes datasets, models, and applications for weed vs. crop distinction. Does NOT include general plant disease detection, pest management beyond weeds, or non-agricultural image classification.

There are 22 weed detection classification frameworks tracked. 1 score above 50 (established tier). The highest-rated is AlexOlsen/DeepWeeds at 50/100 with 245 stars.

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# Framework Score Tier
1 AlexOlsen/DeepWeeds

A Multiclass Weed Species Image Dataset for Deep Learning

50
Established
2 AutoRoboCulture/Nindamani-the-weed-removal-robot

Nindamani, the AI based mechanically weed removal robot

47
Emerging
3 liaopeiyuan/TransferDet

This is the repository containing team OverFeat's submission to CVPPP 2020's...

44
Emerging
4 ricber/digital-agriculture-datasets

Open datasets for training and benchmarking AI and robotic systems in...

42
Emerging
5 Ildaron/Laser_control

Laser for control mosquito, weed, and pest

39
Emerging
6 B-AROL-O/FREISA

Four-legged Robot Ensuring Intelligent Sprinkler Automation

37
Emerging
7 wittyicon29/WeedWatch-Weed-Detection-using-CNN

A weed detection model using Convolutional Neural Networks (CNN) is a deep...

33
Emerging
8 EricEchemane/Soil-type-classifier-using-convolutional-neural-network

A software that classifies type of soil based on its physical properties...

33
Emerging
9 billygrahamram/WeedCube

Opensource proximal hyperspectral image dataset of crops and weeds for deep learning.

29
Experimental
10 souvik0306/Soil-Type-Classification

• Designed a classification model with 5 classes and 98% testing accuracy...

28
Experimental
11 EricEchemane/Pixsoil

🌱A machine learning web and mobile application for soil type classification...

27
Experimental
12 EricEchemane/Soil-Type-Classifier-Through-Image-Processing

Soil Type Classification Through Image Processing and Machine Learning This...

27
Experimental
13 JustinaMichael/SorghumWeedDataset_Classification

‘SorghumWeedDataset_Classification’ is a crop-weed research dataset with...

24
Experimental
14 Phantom-fs/Soil-Classification-Dataset

Soil classification (7 soils) dataset for the paper published in Engineering...

22
Experimental
15 dinithaw/Final-Year-Project

Rice Leaf Disease Recognition using Computer Vision & Targetted...

19
Experimental
16 DanielGallagher02/Final_Year_Project

Final Year Project developed for my BSc (Hons) in Computing.

18
Experimental
17 JustinaMichael/CNN_Sorghum_Weed_Classifier

'CNN_Sorghum_Weed_Classifier' is an artificial intelligence (AI) based...

18
Experimental
18 Enyongzhao/weed-detection-spatial-analysis

Computer vision pipeline for weed detection and spatial analysis using...

15
Experimental
19 Vinayaka20/weed-detection-ml

AI-based weed detection using CNN for image classification (crop vs weed)

14
Experimental
20 mariiammaysara/FarmerEye

AI & IoT-powered robotic car for real-time plant disease detection using...

13
Experimental
21 hrshtmhta/weed-detection-model

Final certification project in the Upskill Campus internship from...

11
Experimental
22 Mahamadou-dev/AgriScan-Niger

Digitalizing Nigerien agriculture: A comprehensive platform for detecting...

10
Experimental