awesome-forests

Forest datasets

A curated collection of forest datasets for machine learning and forestry research.

🌳 A curated list of ground-truth forest datasets for the machine learning and forestry community.

289 stars

8 watching

37 forks

last commit: about 1 month ago

biodiversitycarbonclimate-changedatasetsdeep-learningecosystemsforestrymachine-learning

awesome-forests / Tree damage and health classification
Forest Damages – Larch Casebearer			A tree damage classification dataset from 5 areas in Sweden with 1.5k images with >100k labeled trees with airborne RGB
awesome-forests / Navigation in forests
FinnWoodlands Dataset	46	over 1 year ago	A dataset for autonomous nagivation inside forests with ~5K RGB stereo images, point clouds, and sparse depth maps, as well as 300 annotated frames for semantic, instance, or panoptic segmentation of tree trunks, paths, and more
awesome-forests / Aboveground carbon quantification
ReforesTree: A Dataset for Estimating Tropical Forest Carbon Stock with Deep Learning and Aerial Imagery	72	about 2 years ago	An ML-processed dataset from six reforestation sites in Ecuador for estimating aboveground biomass with RGB drone imagery and individual tree location, bounding box, DBH, species, and biomass. Heavily biased towards banana
Forest Canopy Height in Mexican Ecosystems			A forest height quantification dataset from Mexico with lidar-derived canopy height values, Landsat-derived vegetation indices, and 1105 aerial images
awesome-forests / Wildfire
https://mlhub.earth/data/su_sar_moisture_content_main			todo: Add ,
awesome-forests / Attributions
Awesome satellite imagery datasets	3,652	over 2 years ago	Awesome-forests contains individual entries from and

Backlinks from these awesome lists: