datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
ForestPersons
ForestPersons Dataset
Dataset Summary
ForestPersons is a large-scale dataset designed for missing person detection in forested environments under search-and-rescue scenarios. The dataset simulates realistic field conditions with varied poses (standing, sitting, lying) and visibility levels (20, 40, 70, 100). Images were captured using RGB sensors at ground and low-altitude perspectives.
Links
Paper: OpenReview (ICLR 2026)
Dataset:
RGB (Visible)
IR (Thermal) –… See the full description on the dataset page: https://huggingface.co/datasets/etri/ForestPersons.kontext-bench
Kontext Bench
Kontext Bench is a benchmark for image editing models consisting of source images paired with image editing instructions and category tags.
The benchmark comprises 1026 unique image-prompt pairs derived from 108 base images from diverse sources. It spans five core tasks: local instruction editing, global instruction editing, text editing, style reference, and character reference. We found that the scale of the benchmark provides a good balance between reliable human… See the full description on the dataset page: https://huggingface.co/datasets/black-forest-labs/kontext-bench.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.regularization-forest
Forest Regularization Images
A collection of regularization & class instance datasets of forests for the Stable Diffusion 1.5 model to use for DreamBooth prior preservation loss training.
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.forestnet
GeoBench-2 Dataset License Attribution
Dataset Name: m-forestnetOriginal Dataset Name: ForestNetOriginal Source: https://stanfordmlgroup.github.io/projects/forestnetRelated Publication(s): https://arxiv.org/abs/2011.05479
Licensing
Annotation License: CC BY 4.0 (as declared on the original site)
Image License: Landsat 8 imagery (public domain, USGS/NASA)
Declared By Original Provider: https://stanfordmlgroup.github.io/projects/forestnet
Redistribution Status… See the full description on the dataset page: https://huggingface.co/datasets/aialliance/forestnet.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.forestllava-dataset
Forest-LLaVA Multimodal Tree-Species Dataset
Forest-LLaVA is a multimodal remote-sensing dataset for tree-species
recognition and structured vision-language research. Each record is indexed by
a numeric sample_id from the US subset of GlobalGeoTree and is linked to a
60 m × 60 m patch from NAIP Optical, Sentinel-2 MSI and Sentinel-1 SAR data,
four-level taxonomic labels and geographic/environmental records.
The repository contains the complete image archives for the… See the full description on the dataset page: https://huggingface.co/datasets/minute1028/forestllava-dataset.vn-provinces-newly-planted-forest-area
Vietnam provinces newly planted forest area
Concentrated newly planted forest area (thousand hectares). Coverage 1995-2024. Year 2024 is preliminary. Includes historical Ha Tay through 2007. Some provinces absent in source. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
Figures
Hero
Hero (continued)
Comparison… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-newly-planted-forest-area.vn-provinces-forest-status
Vietnam provinces forest status
Forest status as of 31 December: total / natural / planted / newly planted forest area (thousand hectares) and forest cover rate (percent). Coverage 2008-2024 (gap year 2017 absent in source). Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
Figures
Hero
Comparison
Color key… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-forest-status.forest-of-audits-w0-sft-qwen3-8b
Forest of Audits W0 SFT for Qwen3-8B
This dataset is a W0 off-policy supervised fine-tuning warm-start artifact for
training a Qwen3-8B smart-contract audit agent. It is intended to teach the base
model EVMBench audit task format, terminal/action conventions, evidence-seeking
audit behavior, patch/exploit artifact style, and conservative vulnerability
report writing before any true OPD phase.
It is not true OPD data. Per the OPD scout contract, true OPD data must come
from… See the full description on the dataset page: https://huggingface.co/datasets/pranay5255/forest-of-audits-w0-sft-qwen3-8b.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.sentinel-2-forest-browning-monitoring-app-storageafrica-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.Africa-Forest-area-percentage-of-land-area
Africa Forest area percentage of land area | Africa (World Bank)
Size category: n<1K - Formats: csv - 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
Public datasets help analysts inspect… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/Africa-Forest-area-percentage-of-land-area.africa-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.forest_fireThe initial pictures from UAV (FLAME dataset, file 9) with the size 3840 × 2160 were splitted in nine non-overlapping parts, each such part having a size of 1280 × 720 pixels. Information about locations with fires was extracted from masks, prepared by developers of primary dataset for segmentation (FLAME, file 10), then, with the help of marking algorithm of connected components the data about points with fire were extracted: information about their sizes and coordinates are getting saved in… See the full description on the dataset page: https://huggingface.co/datasets/alarmod/forest_fire.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.misty-forest-85ee2e
misty-forest-85ee2e
Synthetic sensors test data: 41 rows in data.csv.
All values are randomly generated fictional examples, not real observations, products, or user activity. Intended only for CSV loading and pipeline tests; not suitable for scientific or business conclusions. Columns are sampled independently and do not model real-world correlations.
Fields
sample_id: random identifier for this generated sample.
row_id: sequential row number starting at 1.… See the full description on the dataset page: https://huggingface.co/datasets/hernandez-m/misty-forest-85ee2e.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.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.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.Trade_Balance_Forest_Products_Comparative_FAQ_Dataset
Trade Balance & Forest Products Comparative FAQ Dataset (Nepali)
A Nepali-language (Devanagari script) instruction-following dataset built from two real Nepali government/official statistical publications: Nepal's Trade Balance by Partner Countries (FY 2074/75) and Forest Production Data Nepal (published by the Department of National Parks and Wildlife Conservation). Unlike simple single-value statistic lookups, almost every record in this dataset asks the model to compare two… See the full description on the dataset page: https://huggingface.co/datasets/sabin1234/Trade_Balance_Forest_Products_Comparative_FAQ_Dataset.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-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.asia-owid-forest-area-km
Forest Area Km | Asia (Our World in Data)
🌏 1,728 observations · 48 Asia countries · 1990–2025 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 1,728 observations of Forest Area Km data across 48 Asia countries, spanning 1990–2025.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Forest Area Km
Geographic coverage
48 Asia countries · top rows shown below, sorted by… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-forest-area-km.