DS3Lab / forest-prediction
🛰 Deep learning for deforestation classification and forecasting in satellite imagery
☆25Updated last year
Related projects ⓘ
Alternatives and complementary repositories for forest-prediction
- Learning to predict crop type from heterogeneous sparse labels using meta-learning☆18Updated 3 years ago
- 🛰 🌴 AGBench is a Python library that benchmarks satellite-based aboveground biomass or carbon estimate maps.☆8Updated last month
- Pytorch dataloader and pytorch lightning datamodule for Earth Observation imagery☆15Updated 2 years ago
- This repository contains the files for running the Patchify GUI.☆11Updated 3 years ago
- ☆25Updated 2 years ago
- Starter-pack for the AI4EO Food Security Challenge☆22Updated last year
- ☆23Updated 7 years ago
- Pytorch implementation of the deepforest model for tree crown RGB detection.☆17Updated 3 years ago
- Exploiting ConvNet Diversity for Flooding Identification -- Flood Detection in Satellite Images [FDSI] -- [2017 Multimedia Satellite Task…☆16Updated 6 years ago
- ☆10Updated 2 years ago
- Precision agriculture in the embedding space☆21Updated 10 months ago
- ☆10Updated this week
- Annual and in-season crop mapping in Kenya☆22Updated 3 years ago
- A multi-purpose dataset for data-driven wildfire modeling in the Mediterranean. Deep Learning models for wildfire modeling, e.g. danger f…☆44Updated 9 months ago
- Earth Observation dataset preprocessing tools for Deep Learning☆36Updated 2 months ago
- A simple script to create geo-tagged image chips from high-resolution RS images for training deep learning models such as U-net.☆14Updated 3 years ago
- Forest fire prediction powered by analytics☆15Updated last year
- Models for the EarthNet2021 challenge.☆43Updated 2 months ago
- ☆54Updated last year
- Deep learning pretrained model on satellite imagery (Sentinel-2)☆78Updated 5 years ago
- Dynamically create image chips from STAC items☆25Updated last week
- An implementation of the temporal cluster matching method for detecting change in structure footprints from time series of remotely sense…☆17Updated 3 years ago
- A dataset with Space (Sentinel-1/2) and Ground (street-level images) components, annotated with crop-type labels for agriculture monitori…☆21Updated 2 years ago
- Mapping glaciers in the Hindu Kush Himalaya, in partnership with ICIMOD.☆32Updated last year
- Framework for geospatial research CNN development.☆11Updated 3 years ago
- Buteo - Geospatial Analysis Meets AI☆25Updated this week
- Spectral endmembers and unmixing tools for satellite land cover mapping.☆24Updated last year
- REmote Sensing and Image Processing in PYthon☆14Updated 2 years ago
- Provides a SpatialDataGenerator class for accessing spatial data.☆18Updated 4 years ago