metadata

license: cc-by-nc-4.0
dataset_info:
  features:
    - name: input
      sequence:
        sequence:
          sequence: float32
    - name: label
      dtype: float32
  splits:
    - name: train
      num_bytes: 230260396608
      num_examples: 9949032
    - name: validation
      num_bytes: 62067741208
      num_examples: 2681807
    - name: test
      num_bytes: 76461341968
      num_examples: 3303722
  download_size: 132205799910
  dataset_size: 368789479784
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*
      - split: validation
        path: data/validation-*
      - split: test
        path: data/test-*

🌲 AGBD: A Global-scale Biomass Dataset 🌳

Authors: Ghjulia Sialelli (gsialelli@ethz.ch), Torben Peters, Jan Wegner, Konrad Schindler

15x15 Version

This dataset is the smaller 15x15 Version if you want to have access to the bigger 25x25 patches goto huggingface.co/datasets/prs-eth/AGBD

Dataset Description

Each dataset sample consists of a pair of pre-cropped, pre-normalized images and their corresponding biomass labels. The full project page including links to preprocessed uncropped data can be found on github.com/ghjuliasialelli/AGBD/

Image Details

Each image contains 24 channels, organized as follows:

Spectral Bands: B01, B02, B03, B04, B05, B06, B07, B08, B8A, B09, B11, B12
Geographical Coordinates: lat_cos, lat_sin, lon_cos, lon_sin
ALOS PALSAR Bands: alos_hh, alos_hv
Canopy Heights: ch, ch_std
Land Cover Information: lc_cos, lc_sin, lc_prob
Digital Elevation Model: dem

Channel Structure

(B01 B02 B03 B04 B05 B06 B07 B08 B8A B09 B11 B12) | (lat_cos, lat_sin, lon_cos, lon_sin) | (alos_hh, alos_hv) | (ch, ch_std) | (lc_cos, lc_sin, lc_prob) | dem