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A unified network structure specialized for smoke detection and concentration evaluation in the wild.

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Sniffer-Net

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Version Status Platform PyTorch License

A unified network structure specialized for smoke detection and concentration evaluation in the wild.

Demo

This is a demo of our Sniffer-Net (including smoke detection, optical flow inpainting, smoke concentration evaluation).

image

Several smoke datasets

Institution Website Size Quantity
Italy Modena University http://imagelab.ing.unimore.it/visor/ / /
Keimyung University http://cvpr.kmu.ac.kr/ 320x240 video 38
University of Bilkent http://signal.ee.bilkent.edu.tr/visifire/ 720x576 video 4
University of Split http://wildfire.fesb.hr/index.php 720x576 video 5
University of Salerno https://mivia.unisa.it/ multi-resolution video 149
University of Milan http://homes.di.unimi.it/genovese/wild/wildfire.htm 320x240 video 20
FIRESENSE http://doi.org/10.5281/zenodo.836749 multi-resolution video 49
USTC smoke dataset http://smoke.ustc.edu.cn/ 1920x1080 video >30
Ours(Sniffer-Net) https://github.com/namemzy/Sniffer-Net 1920x1080 video 30

Foreign Websites Download slowly. We have downloaded them and put them on Baidu Yunpan.

The dataset is available on:

image pairs

https://pan.baidu.com/s/1dJS7aKZKILOK5LffN1nu4Q

videos

https://pan.baidu.com/s/1BDkt2sEjZI5gRH5NZaJflw

Some other datasets:

https://pan.baidu.com/s/11uJgfiKI8_Ew2eG-h7sF4A

fisheye lens images

https://pan.baidu.com/s/1woqMBD7qwQMciccOpmU2CQ

Implementation

Prerequisites

  • Ubuntu 16.04
  • Pytorch 1.0
  • CUDA 8.0 and cuDNN 5.1
  • opencv3

Installation

  • Clone this repo
  • Install PyTorch and dependencies from http://pytorch.org
  • Waiting for update ...

MIT License

Copyright (c) 2019 namemzy

Citation

If you find this project useful for your research, please cite:

@{smoke detection project,
author = {namemzy},
title = {Sniffer-Net},
website = {https://github.com/namemzy/Sniffer-Net},
month = {April},
year = {2019}
}

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A unified network structure specialized for smoke detection and concentration evaluation in the wild.

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