Fire-Detection-Polygon Computer Vision Dataset

byAmanTask:
Object Detection
License:CC BY 4.0

About Fire-Detection-Polygon Dataset

Here are a few use cases for this project:

  1. Disaster Management: The model could be used by disaster management agencies to detect and monitor forest fires or wildfires. In conjunction with satellite imagery data, the model could help provide real-time assessments of the fire situation.

  2. Smart City Infrastructure: The model could be implemented in smart city infrastructure to detect fires on roads or in buildings, subsequently triggering alarms and notifying relevant authorities to take immediate action.

  3. Fire Fighting Drones: The model could be used in fire-detecting drones designed for firefighting. The drones could identify the exact location and scope of the fire, helping firefighting teams strategize their approach effectively.

  4. Insurance Claims Processing: Insurance companies may use this model in their claim investigation of fire incidents. By identifying fire classes and the area impacted, it can contribute to speeding up the claim processing.

  5. Home Security Systems: The model can be integrated into home security systems to provide an advanced level of protection. It could alert house owners of a probable fire outbreak in or around their property.

Use Free Fire Detection API

Powered by general detection model

Code
pip install inference-sdk
# 1. Import the library
from inference_sdk import InferenceHTTPClient

# 2. Connect to your workspace
client = InferenceHTTPClient(
  api_url="https://serverless.roboflow.com",
  api_key="API_KEY"
)

# 3. Run your workflow on an image
result = client.run_workflow(
  workspace_name="<YOUR_WORKSPACE>",
  workflow_id="<YOUR_WORKFLOW_ID>",
  images={
    "image": "YOUR_IMAGE.jpg"  # Path to your image file
  },
  parameters={
    "classes": "fire"
  },
  use_cache=True  # cache workflow definition for 15 minutes
)

# 4. Get your results
print(result)

Run on custom image

Drop an image here or click to upload

Detecting classes:
Or try a test image 

Cite This Project

LicenseCC BY 4.0

If you use this dataset in a research paper, please cite it using the following BibTeX:

@misc{ fire-detection-polygon-mb1pi_dataset,
  title = { Fire-Detection-Polygon Dataset },
  type = { Open Source Dataset },
  author = { Aman },
  howpublished = { \url{ https://universe.roboflow.com/aman-moumm/fire-detection-polygon-mb1pi } },
  url = { https://universe.roboflow.com/aman-moumm/fire-detection-polygon-mb1pi },
  journal = { Roboflow Universe },
  publisher = { Roboflow },
  year = { 2025 },
  month = { jul },
  note = { visited on 2026-07-29 },
}

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