crop-classification

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bhavesh907 /Crop-Classification

Star118

crop classification using deep learning on satellite images

agriculture-research agricultural-modelling satellite-images crop-classification

UpdatedJan 18, 2021
Jupyter Notebook

cs-chan /Deep-Plant

Star105

Deep-Plant: Plant Classification with CNN/RNN. It consists of CAFFE/Tensorflow implementation of our PR-17, TIP-18 (HGO-CNN & PlantStructNet) and MalayaKew dataset.

deep-learning recurrent-neural-networks convolutional-neural-networks plant-identification plant-classification hgo-cnn crop-classification plant-recognition deep-plant

UpdatedMar 22, 2020
Python

Orion-AI-Lab /S4A

Star100

Sen4AgriNet: A Sentinel-2 multi-year, multi-country benchmark dataset for crop classification and segmentation with deep learning

deep-learning segmentation sentinel-2 crop-classification

UpdatedNov 6, 2024
Jupyter Notebook

cropandweed /cropandweed-dataset

Star95

[WACV 2023] Information and scripts for the CropAndWeed Dataset

benchmark computer-vision deep-learning agriculture detection crop plants dataset classification farming segmentation object-detection phenotyping semantic-segmentation weed crops plant-monitoring weeds crop-classification weed-detection

UpdatedApr 22, 2023
Python

radiantearth /crop-type-detection-ICLR-2020

Star67

Winning Solutions from Crop Type Detection Competition at CV4A workshop, ICLR 2020

machine-learning satellite-imagery earth-observations crop-classification

UpdatedMay 29, 2020
Jupyter Notebook

0zgur0 /multi-stage-convSTAR-network

Star64

[RSE 2021] Crop mapping from image time series: deep learning with multi-scale label hierarchies

deep-learning pytorch remote-sensing gru rnn convolutional-neural-networks lstm-neural-networks crop-classification convlstm-network

UpdatedOct 23, 2023
Python

kkgadiraju /multi-modal-crop-classification

Star29

Code for the paper Multi Modal Deep Learning Based Crop Classification Using Multispectral and Multitemporal Satellite Imagery published in KDD Applied Data Science Track 2020

deep-neural-networks remote-sensing two-stream crop-classification

UpdatedAug 18, 2020
Python

Agri-Hub /Space2Ground

Star20

A dataset with Space (Sentinel-1/2) and Ground (street-level images) components, annotated with crop-type labels for agriculture monitoring.

machine-learning agriculture dataset crop-classification grassland crop-monitoring

UpdatedAug 2, 2022
Jupyter Notebook

dida-do /eurocropsml

Star19

EuroCropsML is a ready-to-use benchmark dataset for few-shot crop type classification using Sentinel-2 imagery.

machine-learning deep-learning agriculture torch dataset earth-observation sentinel-2 crop-classification

UpdatedJun 3, 2025
Python

fmenat /MultiviewCropClassification

Star16

Public repository of our IGARSS 2023 submission

remote-sensing agriculture-research data-fusion multimodal-learning multiview-learning multi-view-learning remote-sensing-image crop-classification multi-modal-learning datafusion multisensor-fusion croptypes crop-type-mapping crop-type-mapp

UpdatedJul 18, 2025
Python

firatkizilirmakk /MultiTemporal-MultiSpectral-RemoteSensing-CropClassification

Star14

Crop Classification of Remotely Sensed Images containing Multi Temporal and Multispectral Information

cnn remote-sensing ensemble-learning metric-learning multispectral-images multitemporal-remote-sensing crop-classification

UpdatedAug 9, 2020
Jupyter Notebook

cnai-ds /Crop-Yield-Prediction-Satellite-Image

Star12

Python data pipeline to acquire, clean, and calculate vegetation indices from Sentinel-2 satellite image. Package is available only for our clients.

pipeline data-acquisition data-processing yield-prediction crop-classification satellite-image

UpdatedFeb 9, 2022

ajigeo /temporal-SAR-transformer

Star7

Crop classification in the Cauvery Delta Zone using a multichannel based transformer model

deep-learning remote-sensing sar optical tamilnadu sentinel-2 sentinel-1 crop-classification

UpdatedMay 12, 2022
Python

fmenat /optimal-multiview-crop-classifier

Star6

Public repository of our work in the search for an optimal multi-view crop classifier (considering encoder architectures and fusion strategies)

deep-learning sensor-fusion multi-view-learning neural-network-architectures cropland-mapping crop-classification multi-modal-learning

UpdatedJul 18, 2025
Python

clejae /europe_land_iacs_prep

Star3

Preprocessing and harmonization scripts for IACS/GSA data.

machine-learning big-data land earth-observation land-use gsa reference-data crop-classification field-level iacs gsaa farm-information

UpdatedDec 11, 2024
Python

PamelaPairo /cultivos

Star2

machine-learning corn ndvi earthengine wheat crop-classification soybean geemap

UpdatedAug 24, 2021
HTML

DFKI-Earth-And-Space-Applications /MVCC_IGARSS

Star1

Public repository of our IGARSS 2023 submission

remote-sensing agriculture-research data-fusion multimodal-learning multiview-learning multi-view-learning crop-classification multi-modal-learning datafusion multisensor-fusion croptypes crop-type-mapping

UpdatedJul 11, 2024
Python

fiboa /hcat-extension

Star1

This Fiboa extension enables validation against the Hierarchical Crop and Agriculture Taxonomy (HCAT), which harmonizes all declared crops across the European Union.

extension crop-classification fiboa