Dogiye12 / Illegal-Logging-Detection-via-Satellite-and-MLLinks
This project demonstrates how synthetic satellite imagery data can be used to train a machine learning model for detecting illegal logging activities. Using simulated spectral bands (Red, NIR, SWIR) and derived vegetation indices (NDVI) along with texture features, the project classifies areas as either logged or non-logged.
☆15Updated last month
Alternatives and similar repositories for Illegal-Logging-Detection-via-Satellite-and-ML
Users that are interested in Illegal-Logging-Detection-via-Satellite-and-ML are comparing it to the libraries listed below
Sorting:
- Train a U-Net model for oil spill segmentation using Sentinel-1 imagery.☆15Updated 4 months ago
- ML/NLP system for flagging misleading content on climate topics.☆13Updated 4 months ago
- Use multi-temporal shoreline datasets and CNN/RNN for erosion prediction.☆15Updated 2 weeks ago
- NLP model analyzing climate policy documents for actionability and effectiveness.☆13Updated 4 months ago
- This project compares Kriging and Random Forest machine learning for spatial interpolation of rainfall using synthetic data in Google Ear…☆15Updated last month
- Forecast AQI using LSTM/GRU models on PM2.5, NOx, CO data.☆14Updated 4 months ago
- This project automates river network extraction from satellite imagery using deep learning. It employs a U-Net architecture for precise s…☆15Updated 2 weeks ago
- This project applies Sentinel-2 satellite imagery and machine learning to classify mangrove health, distinguishing healthy from stressed …☆15Updated 2 weeks ago
- A synthetic machine learning pipeline for forecasting agricultural yields under climate change. It integrates climate, soil, management, …☆14Updated 3 weeks ago
- Predict WQI using lab data and ML regression models (e.g., ANN, RF).☆13Updated 4 months ago
- Heavy-Metal-Prediction-in-Groundwater generates synthetic groundwater quality data and applies machine learning to predict heavy metal co…☆13Updated last month
- 3D modeling (Cesium.js or Blender) showing projected sea level rise on coastal cities.☆14Updated 4 months ago
- This project uses synthetic environmental data and AI to track progress toward Sustainable Development Goals (SDGs). It computes a compos…☆15Updated 2 weeks ago
- This project uses AI to map biodiversity hotspots by analyzing environmental variables and species richness data. A machine learning mode…☆15Updated 3 months ago
- This project generates captions for synthetic satellite imagery using machine learning, describing environmental features such as vegetat…☆13Updated last month
- Scrape and display tech and cybersecurity news headlines in real time using NewsAPI. Allow user-selected topics and push notifications.☆18Updated 4 months ago
- Based on slope, rainfall, land use, and NDVI data.☆13Updated 4 months ago
- A natural language processing project that classifies weather report text sentiment as positive, neutral, or negative, helping analyze em…☆15Updated last month
- This project creates an interactive heatmap to visualize CO₂ emissions from power plants using geospatial data. It helps identify high-em…☆15Updated 3 months ago
- Time-series flood map generator using Sentinel-1 and GEE scripting.☆16Updated 3 weeks ago
- Wetland Classification Using GEE and CNNs employs synthetic spectral and index features to classify land into water, wetland, and upland.…☆13Updated last month
- ext mining of Twitter/X posts to detect local climate adaptation strategies.☆14Updated 4 months ago
- ummarize long climate science papers into actionable briefs using NLP.☆13Updated 4 months ago
- RF/XGBoost model trained on morphometric, rainfall, and DEM data☆13Updated 4 months ago
- ML classifier for detecting stressed crops using spectral signature data.☆13Updated 4 months ago
- ☆13Updated 4 months ago
- ☆13Updated 4 months ago
- The Citizen Complaint Categorization in Environmental Agencies" project generates synthetic environmental complaint data and trains a mac…☆14Updated last month
- Semi-automated change detection tool using PCA + supervised ML classifiers.☆13Updated 4 months ago
- ☆12Updated 4 months ago