Datasets:

Project-AgML
/

tropical_forest_classification

dataset_info:
  - config_name: augmented
    features:
      - name: image
        dtype: image
      - name: label
        dtype:
          class_label:
            names:
              '0': Campnosperma panamensis
              '1': Cedrela Odorata
              '2': Cedrelinga cateniformis
              '3': Cordia alliodora
              '4': Cupresus Lusitanica
              '5': Dialyanthera gracilipes
              '6': Eucalyptus globulus
              '7': Fraxinus uhdei
              '8': Handroanthus chrysanthus
              '9': Humiriastrum procerum
              '10': Pinus patula
      - name: species
        dtype: string
      - name: capture_timestamp
        dtype: string
    splits:
      - name: train
        num_bytes: 579269167
        num_examples: 9664
    download_size: 500545719
    dataset_size: 579269167
  - config_name: raw
    features:
      - name: image
        dtype: image
      - name: label
        dtype:
          class_label:
            names:
              '0': Campnosperma panamensis
              '1': Cedrela Odorata
              '2': Cedrelinga cateniformis
              '3': Cordia alliodora
              '4': Cupresus Lusitanica
              '5': Dialyanthera gracilipes
              '6': Eucalyptus globulus
              '7': Fraxinus uhdei
              '8': Handroanthus chrysanthus
              '9': Humiriastrum procerum
              '10': Pinus patula
      - name: species
        dtype: string
      - name: capture_timestamp
        dtype: string
    splits:
      - name: train
        num_bytes: 7505389144
        num_examples: 10795
    download_size: 5459092533
    dataset_size: 7505389144
configs:
  - config_name: augmented
    data_files:
      - split: train
        path: augmented/train-*
  - config_name: raw
    data_files:
      - split: train
        path: raw/train-*
    default: true
license: cc-by-4.0
task_categories:
  - image-classification
size_categories:
  - 10K<n<100K

Tropical Forest Classification

This dataset provides real RGB images of tropical forest tree species, collected in a laboratory environment in Popayan, Colombia. Images were captured using a handheld digital magnifying glass at 640x480 pixel resolution, focusing on detailed botanical specimens for classification tasks. The dataset contains raw and augmented versions.
The raw dataset contains 10,795 images.
Images per class:

Campnosperma panamensis: 826
Cedrela Odorata: 1,128
Cedrelinga cateniformis: 1,189
Cordia alliodora: 929
Cupresus Lusitanica: 815
Dialyanthera gracilipes: 1,100
Eucalyptus globulus: 1,105
Fraxinus uhdei: 1,025
Handroanthus chrysanthus: 1,106
Humiriastrum procerum: 1,001
Pinus patula: 571

The augmented dataset contains 9,664 images.
Images per class:

Campnosperma panamensis: 823
Cedrela Odorata: 0
Cedrelinga cateniformis: 1,189
Cordia alliodora: 929
Cupresus Lusitanica: 815
Dialyanthera gracilipes: 1,100
Eucalyptus globulus: 1,105
Fraxinus uhdei: 1,025
Handroanthus chrysanthus: 1,106
Humiriastrum procerum: 1,001
Pinus patula: 571

This dataset is indexed on https://project-agml.github.io/ as part of the AgML python library.

Citation

<!-- TODO: add BibTeX citation -->

The dataset itself can be cited as:

Ordoñez Urbano, C. F. (2020). Tropical Forest Species [Dataset]. Mendeley. https://doi.org/10.17632/YZZCBYVGMH.3

This dataset was reformatted from its original format to match HuggingFace standards.