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---
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](mailto: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](https://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/](https://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

```plaintext
(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