datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
FireSmokeDatasetjimei-fire-smoke-yolo-datasetFire3D_examples
Fire3D Website Examples
Paper |
Project page |
Code
Web-optimized interactive examples and qualitative comparison media for the
Fire3D project page.
The website/v1 release contains:
eight interactive iTHOR and Imaginarium scenes;
RGB and instance-colored point clouds with predicted 3D oriented boxes;
separately loadable foreground and background GLBs;
native-panel paper results and supplementary baseline comparisons; and
application videos.
These assets are presentation… See the full description on the dataset page: https://huggingface.co/datasets/hongchi/Fire3D_examples.d-fireFireScope-Bench
FireScope-Bench dataset
This dataset accompanies the paper:
FireScope: Wildfire Risk Raster Prediction with a Chain-of-Thought OracleAccepted to CVPR 2026Paper: https://arxiv.org/abs/2511.17171 GitHub: https://github.com/insait-institute/FireScope
File and Folder Description
climate_data.json
Contains climate data for various coordinates.There is a correspondence between coordinates encoded in tile/raster
filenames and dictionary keys in this file.… See the full description on the dataset page: https://huggingface.co/datasets/INSAIT-Institute/FireScope-Bench.firesafety-fire-smokemouthmaskThis is a collection of various anime-focused datasets that I have gathered ever since I started making lora for Stable Diffusion models.
As I was rather inexperienced back then, many of the datasets uploaded haven't been properly cleaned, deduped and properly tagged.
You are advised to further working on them.
It might not be much, but I hope it will be of help to you.
IGNITE-fire-dataset
IGNITE: A Multimodal UAV-Collected Dataset for Wildfire Detection
IGNITE contains radiometric FLIR TIFF frames aligned with RGB video frames from four UAV-collected prescribed-fire sequences. The release includes 1,854 approved aligned samples. Processing code and release provenance are available in the companion GitHub repository.
Dataset Viewer
Each Viewer row is one aligned sample. The five image columns are:
thermal: display rendering of the radiometric… See the full description on the dataset page: https://huggingface.co/datasets/Kyoma001/IGNITE-fire-dataset.fireforce
Bangumi Image Base of Fire Force
This is the image base of bangumi Fire Force, we detected 60 characters, 5217 images in total. The full dataset is here.
Please note that these image bases are not guaranteed to be 100% cleaned, they may be noisy actual. If you intend to manually train models using this dataset, we recommend performing necessary preprocessing on the downloaded dataset to eliminate potential noisy samples (approximately 1% probability).
Here is the characters'… See the full description on the dataset page: https://huggingface.co/datasets/BangumiBase/fireforce.CCTV-Smoke-Fire-Emergency-Detection-Dataset
CCTV Smoke & Fire Emergency Detection Dataset
Early-stage fire detection dataset featuring small ignition points, bin fires, and smoldering debris from a surveillance perspective.
🧐 Overview
CCTV Smoke & Fire is a specialized open-source synthetic dataset for Computer Vision (CV) tasks focused on Emergency Response, Smart City Safety, and Incident Monitoring.
The most critical fires are the ones detected in their first 60 seconds. While most fire datasets… See the full description on the dataset page: https://huggingface.co/datasets/Simuletic/CCTV-Smoke-Fire-Emergency-Detection-Dataset.fire-smoke-detection-corpus-v1
FireViewer Fire/Smoke Detection Corpus v1
Status
Active strict-clean detection corpus. Current catalogue state: 102,257 rows, split 60,981 train / 19,209 validation / 22,067 test.
The corpus stores source-specific provenance, hashes, grouping/de-duplication information, validation status and annotation metadata. It is the current training reference for the strict FireViewer detector releases.
Rights
There is no single licence covering all source… See the full description on the dataset page: https://huggingface.co/datasets/fireviewer/fire-smoke-detection-corpus-v1.fire-smoke-datasetfire_actioncam
Fire Actioncam
This dataset is a collection of several real-world fire scenes, introduced by the ECCV paper "Gaussians on Fire: High-Frequency Reconstruction of Flames".
Overview
The dataset consists of 17 real-world scenes of burning paper, cardboard, wood, gasoline, ethanol, and propane. We captured each scene with three regular actioncams, synchronizing them with µs precision using a custom LED pattern.
Property
Value
Scenes
17 (two outdoor… See the full description on the dataset page: https://huggingface.co/datasets/jna-358/fire_actioncam.firesafety-wildfire
Dataset Summary
This dataset contains images of smoke plumes and fire. The images were taken remotely. The dataset is intended to train computer vision systems to detect forest fires.
japanese-aerial-fireworks-v2
🎆 NEW: Curated 1,000 Wide Pack (Commercial License)
For commercial AI/ML training, check out the Hanabi AI Dataset v1: Wide Pack — Curated 1,000 — a carefully selected subset with detailed structured annotations:
✅ 1,000 hand-curated 4K images (vs 2,557 raw images here)
✅ Structured AI annotations (composition, mood, color, EXIF, English notes)
✅ Sample PyTorch loader, attribute filter, caption generator
✅ Perpetual Commercial License (Japanese law)
✅ Optimized for Stable… See the full description on the dataset page: https://huggingface.co/datasets/dfhjs2577/japanese-aerial-fireworks-v2.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.FireBench
FireBench: A Benchmark Dataset for Fire Science Image Retrieval
Dataset Description
FireBench is a benchmark dataset for evaluating image retrieval systems in the domain of wildfire and fire science. The dataset consists of natural language queries paired with images, along with binary relevance labels indicating whether each image is relevant to the query. The dataset is designed to test retrieval systems' ability to find relevant wildfire-related images based on a… See the full description on the dataset page: https://huggingface.co/datasets/sagecontinuum/FireBench.FireRisk
FireRisk
The FireRisk dataset is a dataset for remote sensing fire risk classification.
Paper: https://arxiv.org/abs/2303.07035
Homepage: https://github.com/CharmonyShen/FireRisk
Description
Total Number of Images: 91872
Bands: 3 (RGB)
Image Size: 320x320
101,878 tree annotations
Image Resolution: 1m
Land Cover Classes: 7
Classes: high, low, moderate, non-burnable, very_high, very_low, water
Source: NAIP Aerial
Usage
To use this dataset, simply… See the full description on the dataset page: https://huggingface.co/datasets/blanchon/FireRisk.forest-fire-dataset
Forest Fire Dataset
Dataset Description
This dataset contains frames extracted from forest fire videos for computer vision and machine learning applications. The dataset is designed for tasks such as fire detection, smoke detection, and wildfire monitoring.
Dataset Structure
The dataset is organized into three splits following standard machine learning practices:
forest-fire-dataset/
├── train/
│ ├── train_00000-08999/
│ ├── train_09000-17999/
│… See the full description on the dataset page: https://huggingface.co/datasets/Bruhtian/forest-fire-dataset.FireSmokeDatasetfire-segmentation-dataset
Fire Segmentation Dataset (YOLO-seg format)
Instance-segmentation dataset for fire detection: 1,348 images with
polygon mask labels in Ultralytics YOLO segmentation format. Built to train
sreeharivp23/fire-segmentation-yolo11n.
Contents
Split
Images
train
1,146
val
202
1,098 fire images with one or more fire polygon instances
250 negatives (no fire) with empty label files
fire_seg/
├── data.yaml # Ultralytics dataset config (1 class:… See the full description on the dataset page: https://huggingface.co/datasets/sreeharivp23/fire-segmentation-dataset.FinixDocBench
FinixDocBench
This repository contains a compliance-reviewed public subset of FinixDocBench, the financial-domain document parsing benchmark introduced in the technical report "FinixDoc: Rethinking Financial Document Parsing Beyond Saturated Benchmarks".
The benchmark focuses on document parsing conditions that are common in real financial workflows but underrepresented in saturated clean-document benchmarks: digitally native insurance clauses, noisy camera-captured medical… See the full description on the dataset page: https://huggingface.co/datasets/FireForest-Research/FinixDocBench.REDEdit-Bench
🚩 RedBench (REDEdit-Bench)
## 🔥 Introduction
RedBench (also known as REDEdit-Bench) is a comprehensive benchmark designed to evaluate the capabilities of current image editing models.
Our main goal is to build more diverse scenarios and editing instructions that better align with human language. We collected over 3,000 images from the internet, and after careful expert-designed selection, we constructed 1,673 bilingual… See the full description on the dataset page: https://huggingface.co/datasets/FireRedTeam/REDEdit-Bench.fire-smoke-detectionSand-Fire-ULDA
Sand and Fire Dataset Collection for ULDA
Unified Language-driven Zero-shot Domain Adaptation
GitHub: https://github.com/Yangsenqiao/ULDA/
Homepage: https://senqiaoyang.com/project/ulda/
Paper: https://arxiv.org/pdf/2404.07155
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.firework-dataset
Firework Dataset
Krea2 LoRa: https://civitai.com/models/2815408/krea2-fireworks-lora
Firework Dataset - Samples from dataset
Image 1
*frwrks, a realistic fireworks display at night, a dense fireworks display; a large dark blue ring-like burst fills the left, a huge pink-white radial burst dominates the center right, and a small gold burst glows at lower right; cyan rings and violet sparks remain behind them; the central core is overexposed with… See the full description on the dataset page: https://huggingface.co/datasets/mramazan/firework-dataset.FireRisk_Originalfire_no_fireurban-fire-identification
Description
Simplification of Disaster_Classification_Dataset.