Forest Fire Segmentation

Description

Fire segmentation in your forest fire videos with GUI application based.
You can use this code for another segmentation, but you must have a color space method, value upper bound, value lower bound and your videos.

Recommended Value

LAB

No	Lower	Upper
1	82 0 159	255 255 255
2	157 0 148	255 255 255
3	112 0 160	255 255 255
4	114 0 168	255 182 255
5	203 0 112	255 255 255
6	117 0 156	255 255 255
7	134 0 149	255 240 255

HSV

No	Lower	Upper
1	0 0 148	179 255 255
2	6 0 216	98 255 255
3	0 143 132	179 255 255
4	0 0 210	50 255 255
5	0 0 198	179 255 255
6	2 48 165	151 255 255
7	1 29 181	137 255 255

YCrCb

No	Lower	Upper
1	103 0 0	255 255 255
2	152 0 0	255 255 112
3	98 0 0	255 255 86
4	121 103 0	255 255 255
5	130 0 70	255 255 255
6	119 0 0	255 255 151
7	121 21 14	255 255 193

Installation

$ git clone https://github.com/hafidh561/Forest-Fire-Segmentation.git

Installation Python

# Python version 3.8 or more
$ pip install -r requirements.txt

Installation Docker

# Newest docker version
# Make sure put your test videos in directory ./test_videos/
$ docker build -t hafidh561/forest-fire-segmentation:1.0 .

Usage

Usage Python

$ python app.py -h
usage: app.py [-h] [-l LOWER [LOWER ...]] [-u UPPER [UPPER ...]] [-m METHOD] [-haf HIGH_AREA_FIRE] [-maf MEDIUM_AREA_FIRE] [-laf LOW_AREA_FIRE]
              [-v VIDEO] [-ffv FOREST_FIRE_VIDEO]

optional arguments:
  -h, --help            show this help message and exit
  -l LOWER [LOWER ...], --lower LOWER [LOWER ...]
                        Input your lower bound value
  -u UPPER [UPPER ...], --upper UPPER [UPPER ...]
                        Input your upper bound value
  -m METHOD, --method METHOD
                        Input your color space method
  -haf HIGH_AREA_FIRE, --high-area-fire HIGH_AREA_FIRE
                        Input your minimal value to detect high area fire
  -maf MEDIUM_AREA_FIRE, --medium-area-fire MEDIUM_AREA_FIRE
                        Input your minimal value to detect medium area fire
  -laf LOW_AREA_FIRE, --low-area-fire LOW_AREA_FIRE
                        Input your minimal value to detect low area fire
  -v VIDEO, --video VIDEO
                        Input your video source
  -ffv FOREST_FIRE_VIDEO, --forest-fire-video FOREST_FIRE_VIDEO
                        Forest fire video True or False

# Example arguments input
$ python app.py -l 121 21 14 -u 255 255 193 -m ycrcb -haf 7000 -maf 3500 -laf 100 -v ./src/video2.mp4 -ffv true

Usage Docker

Prerequisite for Windows

1. Download and install VcXsrv
2. Run VcXsrv before run this docker app

Prerequisite for Linux

# Expose your xhost
$ xhost +local:docker

# When you finish, you can return the access control by using the following
$ xhost -local:docker

# Add environment variables
$ XSOCK=/tmp/.X11-unix
$ XAUTH=/tmp/.docker.xauth

# Create the authentication files
$ touch /tmp/.docker.xauth

# Create permission
$ xauth nlist $DISPLAY | sed -e 's/^..../ffff/' | xauth -f $XAUTH nmerge -

$ docker run --rm -e DISPLAY=<YOUR LOCAL IP ADDRESS>:0 hafidh561/forest-fire-segmentation:1.0 -h
usage: app.py [-h] [-l LOWER [LOWER ...]] [-u UPPER [UPPER ...]] [-m METHOD]
              [-haf HIGH_AREA_FIRE] [-maf MEDIUM_AREA_FIRE]
              [-laf LOW_AREA_FIRE] [-v VIDEO] [-ffv FOREST_FIRE_VIDEO]

optional arguments:
  -h, --help            show this help message and exit
  -l LOWER [LOWER ...], --lower LOWER [LOWER ...]
                        Input your lower bound value
  -u UPPER [UPPER ...], --upper UPPER [UPPER ...]
                        Input your upper bound value
  -m METHOD, --method METHOD
                        Input your color space method
  -haf HIGH_AREA_FIRE, --high-area-fire HIGH_AREA_FIRE
                        Input your minimal value to detect high area fire
  -maf MEDIUM_AREA_FIRE, --medium-area-fire MEDIUM_AREA_FIRE
                        Input your minimal value to detect medium area fire
  -laf LOW_AREA_FIRE, --low-area-fire LOW_AREA_FIRE
                        Input your minimal value to detect low area fire
  -v VIDEO, --video VIDEO
                        Input your video source
  -ffv FOREST_FIRE_VIDEO, --forest-fire-video FOREST_FIRE_VIDEO
                        Forest fire video True or False

# Example arguments input
$ docker run --rm -e DISPLAY=192.168.0.2:0 hafidh561/forest-fire-segmentation:1.0 -l 121 21 14 -u 255 255 193 -m hsv -haf 7000 -maf 3500 -laf 100 -v ./src/video2.mp4 -ffv true

# For Operating System Windows
$ docker run --rm -e DISPLAY=<YOUR LOCAL IP ADDRESS>:0 hafidh561/forest-fire-segmentation:1.0

# For Operating System Linux
$ docker run --rm -e DISPLAY=$DISPLAY hafidh561/forest-fire-segmentation:1.0

Screenshots

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• Indonesian Language

License

MIT LICENSE

© Developed by hafidh561 - Internship at Nodeflux