datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
FireDetectionDataset-flame-forest-flameye-wildfire
FlamEye — Wildfire Detection Dataset
A merged, deduplicated, and augmented dataset for real-time wildfire detection (fire and smoke) from CCTV/surveillance cameras. Built to train YOLOv8m for early-stage fire detection.
Classes
ID
Name
0
fire
1
smoke
Dataset Statistics
Split
Images
Train
~10,929
Validation
~3,000
Test
~1,500
Sources
Dataset
Source
Notes
D-Fire
Kaggle
Class IDs remapped:… See the full description on the dataset page: https://huggingface.co/datasets/baizhanquan/FireDetectionDataset-flame-forest-flameye-wildfire.forest-fire-annotations
Forest Fire Detection Dataset — Auto-Annotated
Bounding-box annotated version of touati-kamel/forest-fire-dataset,
built for training forest-fire / smoke / fog object detection models.
Overview
This dataset contains video frames auto-labeled with bounding boxes for fire and
smoke-related visual phenomena, using a zero-shot open-vocabulary object detector
(Grounding DINO). It is derived from the original touati-kamel/forest-fire-dataset image
classification dataset… See the full description on the dataset page: https://huggingface.co/datasets/touati-kamel/forest-fire-annotations.Chinese-QA-Agriculture_Forestry_Animal_Husbandry_Fishery
中文农林牧渔问答数据集
💻 Github Repo
简介
中文农林牧渔问答数据集，涵盖农业、林业、畜牧业、渔业，数据量 900K+，均为简单的问答形式。
数据格式
每条数据的格式如下：
{
"id": << 12位nanoid >>,
"prompt": << 问题 >>,
"response": << 答案 >>
}
vanrakshak-forest-aerial-thermal
🌲 VanRakshak: Forest & Wildlife Aerial-Thermal Dataset
A comprehensive, curated dataset of aerial and thermal imagery optimized for forest surveillance, anti-poaching, human-wildlife conflict mitigation, and wildfire detection via UAVs and drones.
📊 Quick Start
from datasets import load_dataset
# Load full dataset with instant streaming and native image/bbox decoding
dataset = load_dataset("sanjeevafk/vanrakshak-forest-aerial-thermal")
# Access sample… See the full description on the dataset page: https://huggingface.co/datasets/sanjeevafk/vanrakshak-forest-aerial-thermal.tropical_dry_forest_multispectral
Tropical Dry Forest Multispectral
An unlabeled image dataset of Tropical Dry Forest Multispectral. The dataset contains 196 images with no classification, segmentation, or bounding-box annotations.
This dataset is indexed on https://project-agml.github.io/ as part of the AgML python library.
Citation
@article{vegapuga2024high,
title={High resolution image dataset by RGB and multispectral cameras on an unmanned aerial vehicle over a secondary tropical dry forest}… See the full description on the dataset page: https://huggingface.co/datasets/Project-AgML/tropical_dry_forest_multispectral.africa-owid-annual-change-forest-area
Annual Change Forest Area | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - Sector: other_unclassified - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-annual-change-forest-area.africa-owid-forest-area-as-share-of-land-area
Forest Area As Share Of Land Area | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - Sector: other_unclassified - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-forest-area-as-share-of-land-area.africa-owid-forest-area-km
Forest Area Km | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - Sector: other_unclassified - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-forest-area-km.sentinel-2-forest-browning-monitoring-app-storageafrica-unsdg-forest-area-thousands-of-hectares-ag-lnd-frstn
Africa Unsdg Forest Area Thousands of Hectares Ag Lnd Frstn | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: other_unclassified - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-unsdg-forest-area-thousands-of-hectares-ag-lnd-frstn.subalpine_forest_segmentation
Subalpine Forest Segmentation
This dataset provides real RGB imagery of subalpine forest ecosystems captured in the field using a DJI Mavic 2 UAV equipped with a 1-inch CMOS camera. Collected on June 15, 2020, in Wanglang National Nature Reserve, China, the images depict natural forest structures and ground cover under typical high-altitude temperate conditions. It serves as a field-based resource for semantic segmentation tasks in ecological monitoring and forest analysis. The… See the full description on the dataset page: https://huggingface.co/datasets/Project-AgML/subalpine_forest_segmentation.africa-faostat-forestry-production-and-trade-fo
Forestry Production and Trade — Africa (FAOSTAT) | Africa (Electric Sheep Africa metadata inventory)
Size category: 100K<n<1M - Formats: parquet - Sector: agriculture_food - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-faostat-forestry-production-and-trade-fo.africa-owid-forest-area-primary-planted
Forest Area Primary Planted | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - Sector: other_unclassified - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-forest-area-primary-planted.atlantic-sentinel2-forest-segmentation
Atlantic Forest Sentinel-2 Forest Segmentation Dataset
Dataset Description
This dataset contains satellite images from the Atlantic Forest biome (Mata Atlântica) for semantic segmentation of forested areas. The images were extracted from Sentinel-2 Level 2A satellite imagery and converted to GeoTIFF format to preserve all four spectral bands.
Source
Original Source: Zenodo
Paper: Bragagnolo, L., da Silva, R.V., & Grzybowski, J.M.V. (2021). Amazon and Atlantic… See the full description on the dataset page: https://huggingface.co/datasets/NickBurns/atlantic-sentinel2-forest-segmentation.forest-forward-biomass-dataset-goa
Multi-Source Satellite Imagery for Biomass Estimation: Dataset Card
Dataset Summary
This dataset combines multi-temporal satellite imagery with ground-truth above-ground biomass (AGB) measurements across several forest ecosystems in India and Thailand. It integrates optical, radar, and topographic data to enable deep learning approaches for biomass estimation and forest carbon stock assessment.
Dataset Details
Dataset Description
This dataset… See the full description on the dataset page: https://huggingface.co/datasets/vertify/forest-forward-biomass-dataset-goa.africa-cote-d-ivoire-surface-forestiere-de-la-cote-d-ivoire-de-1990-a-2020-790d7d82
Surface Forestiere De La Cote D Ivoire De 1990 a 2020 | Africa (Cote d'Ivoire DataFair)
62 rows - 1 Africa country/area - 1990-2020 - 2 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 62 rows from Cote d'Ivoire DataFair, covering Surface Forestiere De La Cote D Ivoire De 1990 a 2020. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cote-d-ivoire-surface-forestiere-de-la-cote-d-ivoire-de-1990-a-2020-790d7d82.code-forestier-nouveau
Code forestier (nouveau), non-instruct (2025-09-20)
The objective of this project is to provide researchers, professionals and law students with simplified, up-to-date access to all French legal texts, enriched with a wealth of data to facilitate their integration into Community and European projects.
Normally, the data is refreshed daily on all legal codes, and aims to simplify the production of training sets and labeling pipelines for the development of free, open-source language… See the full description on the dataset page: https://huggingface.co/datasets/louisbrulenaudet/code-forestier-nouveau.africa-owid-above-ground-biomass-in-forest-per-hectare
Above Ground Biomass In Forest Per Hectare | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: other_unclassified - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-above-ground-biomass-in-forest-per-hectare.africa-owid-share-global-forest
Share Global Forest | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - Sector: other_unclassified - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-share-global-forest.africa-macro-indicators-ratio-of-value-added-agriculture-forestry-and-fishing-standard-local-cur
Macro Indicators — Ratio of Value Added (Agriculture, Forestry and Fishing) Standard Local Currency | Africa (FAOSTAT) | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - Sector: agriculture_food - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-macro-indicators-ratio-of-value-added-agriculture-forestry-and-fishing-standard-local-cur.africa-cote-d-ivoire-productions-forestieres-par-region-2023-564da067
Productions Forestieres Par Region 2023 | Africa (Cote d'Ivoire DataFair)
21 rows - 1 Africa country/area - 2023 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 21 rows from Cote d'Ivoire DataFair, covering Productions Forestieres Par Region 2023. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cote-d-ivoire-productions-forestieres-par-region-2023-564da067.Islamic_forest_image_prompts
Dataset Card for "Islamic_forest_image_prompts"
More Information needed
europe-unsdg-forest-area-thousands-of-hectares-ag-lnd-frstnafrica-owid-deforestation-share-forest-area
Deforestation Share Forest Area | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: other_unclassified - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-deforestation-share-forest-area.finance_textbookforest5forest6africa-owid-forest-area-net-change-rate
Forest Area Net Change Rate | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: other_unclassified - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-forest-area-net-change-rate.forest4amazon-sentinel2-forest-segmentation
Amazon Sentinel-2 Forest Segmentation Dataset
Dataset Description
This dataset contains satellite images from the Amazon biome for semantic segmentation of forested areas. The images were extracted from Sentinel-2 Level 2A satellite imagery and converted to GeoTIFF format to preserve all four spectral bands.
Source
Original Source: Zenodo
Paper: Bragagnolo, L., da Silva, R.V., & Grzybowski, J.M.V. (2021). Amazon and Atlantic Forest image datasets for semantic… See the full description on the dataset page: https://huggingface.co/datasets/NickBurns/amazon-sentinel2-forest-segmentation.