---
task_categories:
- object-detection
tags:
- fire-detection
- smoke-detection
- yolo
pretty_name: ISFire-4
---

# ISFire-4: Indoor Fire and Smoke Detection Dataset

Multi-class indoor fire and smoke detection dataset with bounding-box annotations in YOLO format. Introduced in the manuscript *FireNet-D5: A Genetic Algorithm-Optimized Architecture with BiFPN and SE Attention for Multi-Class Indoor Fire and Smoke Detection*.

**Classes (4):** black smoke, blue fire, white-gray smoke, yellow-orange fire

**Statistics:** 7,370 images / 11,010 instances

**Structure:** `dataset.zip` → `train/`, `valid/`, `test/`, each with `images/` and `labels/` (YOLO format: `class_id x_center y_center width height`, normalized).

**Citation:** FireNet-D5: A Genetic Algorithm-Optimized Architecture with BiFPN and SE Attention for Multi-Class Indoor Fire and Smoke Detection.