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LANE DETECTION IN FOG
USING
IMAGE PROCESSING
 Powered by: Easy project
INTRODUCTION
● While driving in early morning the main problem is fog. Due to
fog our visibility of road decreases and accidents are occurs.
Fog slows down vehicle due to less visibility and waste our
time. So resolving this problem we create a software of Lane
Detection for vehicles to help driver detect the lane in fog in or
anytime they want.
● We created the basic version of Lane Detection to only help
driver to detect lanes and giving a track bar to adjust the road
size in our software.
● This software is based on ‘Hough Transform’ which is the best
way to detect lanes. There are many ways to detect lanes but
Hough Transform is best and easily understandable way which
we easily implemented.
● This software is very useful and cross platform working which is
OBJECTIVE OF PROJECT
● The main objective of Lane Detection in fog is to
decrease the accidents due to less visibility of road
in early morning.
● This software detect the lane with tracking with a
colour to easily detection and predict and analyse
the road direction which is very useful to peoples
while driving.
FEATURES
● Define a threshold to get a binary edge map.
● Divide the image into blocks Classify each block as lane
mark.
● Compensate perspective by calculating “bird’s-eye
view” Identify lanes by predefined color.
● Train a neural network to detect lanes.
● Search for low-high-low intensity pattern along image
rows.
ADVANTAGES
● Its advantages of Hough transform and Edge detection are
easy to use, low cost and also effective in the field of
detecting lines.
● Experimental results reveal the efficiency of the
performance of the lane detection algorithm in various
environments.
● It give good performance on straight line road.
DISADVANTAGES
● Cannot fit good roads(polynomial regression has not
impemented)
● Bad quality of lines sometimes lane detection fails to detect
the lanes.
● Reflection of tree on road lane fails to detect the lines.
FLOW CHART FOR ACTUAL LANE
DETECTION ALGORITHM
OUTPUT
+ : TURN RIGHT
- : TURN LEFT
CONCLUSION
 Hence we solve the problem of lane detection using
Hough transform algorithm in image processing
techniques with Python’s Opencv package.
 Also we predict and analyze the direction of path in
dynamic way.
 While any problem occurs in detection of path we gives
a Track-bar for adjusting the width of Lane.
THANK YOU

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Lane detection in fog

  • 1. LANE DETECTION IN FOG USING IMAGE PROCESSING  Powered by: Easy project
  • 2. INTRODUCTION ● While driving in early morning the main problem is fog. Due to fog our visibility of road decreases and accidents are occurs. Fog slows down vehicle due to less visibility and waste our time. So resolving this problem we create a software of Lane Detection for vehicles to help driver detect the lane in fog in or anytime they want. ● We created the basic version of Lane Detection to only help driver to detect lanes and giving a track bar to adjust the road size in our software. ● This software is based on ‘Hough Transform’ which is the best way to detect lanes. There are many ways to detect lanes but Hough Transform is best and easily understandable way which we easily implemented. ● This software is very useful and cross platform working which is
  • 3. OBJECTIVE OF PROJECT ● The main objective of Lane Detection in fog is to decrease the accidents due to less visibility of road in early morning. ● This software detect the lane with tracking with a colour to easily detection and predict and analyse the road direction which is very useful to peoples while driving.
  • 4. FEATURES ● Define a threshold to get a binary edge map. ● Divide the image into blocks Classify each block as lane mark. ● Compensate perspective by calculating “bird’s-eye view” Identify lanes by predefined color. ● Train a neural network to detect lanes. ● Search for low-high-low intensity pattern along image rows.
  • 5. ADVANTAGES ● Its advantages of Hough transform and Edge detection are easy to use, low cost and also effective in the field of detecting lines. ● Experimental results reveal the efficiency of the performance of the lane detection algorithm in various environments. ● It give good performance on straight line road.
  • 6. DISADVANTAGES ● Cannot fit good roads(polynomial regression has not impemented) ● Bad quality of lines sometimes lane detection fails to detect the lanes. ● Reflection of tree on road lane fails to detect the lines.
  • 7. FLOW CHART FOR ACTUAL LANE DETECTION ALGORITHM
  • 9.
  • 10. + : TURN RIGHT
  • 11. - : TURN LEFT
  • 12. CONCLUSION  Hence we solve the problem of lane detection using Hough transform algorithm in image processing techniques with Python’s Opencv package.  Also we predict and analyze the direction of path in dynamic way.  While any problem occurs in detection of path we gives a Track-bar for adjusting the width of Lane.