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asuaf's Projects

3dunetgsformer_wetland_mapping icon 3dunetgsformer_wetland_mapping

Here are the codes for the "3DUNetGSFormer: A deep learning pipeline for complex wetland mapping using generative adversarial networks and Swin transformer" paper.

agml icon agml

AgML is a centralized framework for agricultural machine learning. AgML provides access to public agricultural datasets for common agricultural deep learning tasks, with standard benchmarks and pretrained models, as well the ability to generate synthetic data and annotations.

agroml icon agroml

Tool for estimating and forecasting agrometeorological variables

ai4water icon ai4water

framework for developing machine (and deep) learning models for structured data

aquacrop icon aquacrop

AquaCrop-OSPy: Python implementation of AquaCrop-OS

as-one_yolo_tracker icon as-one_yolo_tracker

Easy & Modular Computer Vision Detectors and Trackers - Run YOLOv7,v6,v5,R,X in under 20 lines of code.

bap icon bap

Best Available Pixel calculation using Google Earth Engine

basic_cnns_tensorflow2 icon basic_cnns_tensorflow2

A tensorflow2 implementation of some basic CNNs(MobileNetV1/V2/V3, EfficientNet, ResNeXt, InceptionV4, InceptionResNetV1/V2, SENet, SqueezeNet, DenseNet, ShuffleNetV2, ResNet).

cnn-lstm_for_dsm icon cnn-lstm_for_dsm

Using CNN-LSTM deep learning model for digital soil mapping. This is the code for paper "Zhang et al. A CNN-LSTM model for soil organic carbon content prediction with long time series of MODIS-based phenological variables"

cnn_lstm_ca icon cnn_lstm_ca

This repository is used for the paper "A Hybrid Cellular Automata Model Integrated with Deep Learning for Dynamic Spatio-temporal Land Use Change Simulation"

comparsdmsquantifoverfitsuppinterpr_datapackage icon comparsdmsquantifoverfitsuppinterpr_datapackage

Package with data, scripts and plots for manuscript "A comparison of machine learning and statistical species distribution models: when overfitting hurts interpretation" (submitted to Ecological Modelling, Dec 2022)

crop-mask icon crop-mask

End-to-end workflow for generating high resolution cropland maps

crop-stress-classification icon crop-stress-classification

This repository contains codes for the paper entitled "Classification of Crop Tolerance to Heat and Drought: A Deep Convolutional Neural Networks Approach"

crop-type-mapping icon crop-type-mapping

Crop type mapping [deep learning] of small holder farms in Ghana, and South Sudan

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