datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
inatFGVC5inat_2021_train_mini_plantae
Dataset Card for "inat_2021_train_mini_plantae"
More Information needed
inatSpiders
Dataset Card for "inatSpiders"
More Information needed
wds_inaturalistiNat-2021-valinaturalist
Dataset Description
The iNaturalist dataset is a large-scale species classification dataset for fine-grained recognition. This split is derived from the OpenOOD benchmark OOD evaluation splits.
Homepage: https://github.com/visipedia/inat_comp
OpenOOD Benchmark: https://github.com/Jingkang50/OpenOOD/
Citation
@inproceedings{vanhorn2018inaturalist,
title={The iNaturalist species classification and detection dataset},
author={Van Horn, Grant and others}… See the full description on the dataset page: https://huggingface.co/datasets/torch-uncertainty/inaturalist.inat2021-train-mini-testiNatinat_2021inat_butterfliesThis dataset contains images from iNaturalist of butterflies (superfamily Papilionoidea) with at least one fave. Check the descriptions - some images have a licence like CC-BY-NC and can't be used for commercial purposes.
The list of observations was exported from iNaturalist after a query similar to https://www.inaturalist.org/observations?place_id=any&popular&taxon_id=47224
The images were downloaded with img2dataset and uploaded to the huggingface hub by @johnowhitaker using this colab… See the full description on the dataset page: https://huggingface.co/datasets/huggan/inat_butterflies.findflower-inat21-targeted-datasetautotrain-data-inat2018
AutoTrain Dataset for project: inat2018
Dataset Description
This dataset has been automatically processed by AutoTrain for project inat2018.
Languages
The BCP-47 code for the dataset's language is unk.
Dataset Structure
Data Instances
A sample from this dataset looks as follows:
[
{
"image": "<748x800 RGB PIL image>",
"target": 2
},
{
"image": "<800x600 RGB PIL image>",
"target": 0
}]
Dataset Fields
The… See the full description on the dataset page: https://huggingface.co/datasets/rdmpage/autotrain-data-inat2018.inaturalistinaturalist_1kinaturalist
Dataset Card for inaturalist
This dataset is comprised of 9549 observations that were posted on the iNaturalist app. iNaturalist is a website and app that 'aims to provide a crowd sourced identification system' for plants, insects, and animals.
Dataset Details
For each of the 9549 observations included in this dataset, there is information about the quality ('quality_grade') of the observation and associated photo(s),
a species name ('species_guess') along with a… See the full description on the dataset page: https://huggingface.co/datasets/ba188/inaturalist.iNaturalist_v2
Dataset Card for Dataset Name
This dataset is comprised of 1,079 observations that were posted on the iNaturalist app. iNaturalist is a website and mobile app that 'aims to
provide a crowd-sourced identification system' for plants, insects, and animals.
Dataset Details
Dataset Description
For each of the 1,079 observations included in this dataset, there is information about the quality of the associated image (quality_grade), a species label… See the full description on the dataset page: https://huggingface.co/datasets/ba188/iNaturalist_v2.inaturalist-2024-2.8k-claude-opus-5-recaptioned
iNaturalist 2024 2.8K — Claude Opus 5 Recaptioned
This is a 2,824-image derivative subset of iNaturalist 2024 (iNat24), distributed through the INQUIRE project, selected through the inaturalist portion of zlab-princeton/i1-captions. It is not the complete 4.8-million-image iNat24 training set.
Every image has one newly generated, detailed English caption. The recaptioning was performed with Claude Opus 5 via Claude Code on August 2, 2026. The image was the primary evidence; the… See the full description on the dataset page: https://huggingface.co/datasets/sirus/inaturalist-2024-2.8k-claude-opus-5-recaptioned.bats_inat_prinat-wildflowers-75
iNaturalist North American Wildflowers - 75 Species
A curated image classification dataset of 75 North American wildflower species,
sourced from iNaturalist research-grade observations.
Dataset Summary
Total images: 59410
Train split: 47527 images
Validation split: 11883 images
Species: 75 (28 plant families)
Source: iNaturalist research-grade observations (CC-licensed photos only)
Region: North America
Species List
#
Common Name
Scientific… See the full description on the dataset page: https://huggingface.co/datasets/meganariley/inat-wildflowers-75.iNat21-1shot-fewshotsThis is the official release of the training dataset for paper Taxonomy-Aware Representation Alignment for Hierarchical Visual Recognition with Large Multimodal Models. Code is available at https://github.com/PKU-ICST-MIPL/TARA_CVPR2026.
Data Source
Training
We randomly sample 1-shot data per category from iNaturalist2021 dataset.
Data Fields
image: input image(s)
data type: dict
problem: input question
data type: string
label: coarse-to-fine categories… See the full description on the dataset page: https://huggingface.co/datasets/StevenHH2000/iNat21-1shot-fewshots.inat_butterflies_top10kFiltered version of https://huggingface.co/datasets/huggan/inat_butterflies
To pick the best images, CLIP was used to compare each image with a text description of a good image ("")
Notebook for the filtering: https://colab.research.google.com/drive/1OEqr1TtL4YJhdj_bebNWXRuG3f2YqtQE?usp=sharing
See the original dataset for sources and licence caveats (tl;dr check the image descriptions to make sure you aren't breaking a licence like CC-BY-NC-ND which some images have)
inat-wildflowers-25
🌸 iNaturalist North American Wildflowers — 25 Species
A curated image classification dataset of 25 visually distinct North American wildflower species,
built from research-grade iNaturalist observations.
Dataset Summary
Total images: 10,000 (400 per species)
Splits: train (8,000) / validation (1,000) / test (1,000)
Split ratio: 80 / 10 / 10
Image size: 256×256 JPEG
Source: iNaturalist open data (research-grade observations only)
Species
#
Label
Common… See the full description on the dataset page: https://huggingface.co/datasets/meganariley/inat-wildflowers-25.iNaturalist_mortality_records_12Apr2025inaturalist-12kinaturalist-taxonomy-multimodalinat24_tiny
The iNaturalist 2024 Dataset, Tiny (iNat24-tiny)
This dataset contains 1,000 images from iNat24, spanning 100 species classes with 10 images each.
inaturalist_valinaturalist_sorted_with_labeliNaturalist-CoDA-SubsetiNaturalist-CoDA-Subset