SLIDE 1
Pothole Detection And Visualization
SLIDE 2 About Me
- I am a 3rd year Undergraduate Student at UCET, Bikaner, currently
known as Bikaner Technical University( BTU).
- I am pursing my B.Tech degree in Computer Science and Engineering.
- Skills
- Deep Learning
- Artjfjcial Neural Network
- Machine Learning
- Data Science
- GUI with Python and Java
SLIDE 3 Kind of Roads we Like
Kind of Roads we Hate
SLIDE 4
Road Accidents due to Potholes
SLIDE 5
SLIDE 6 T echniques for Pothole Detection
Mainly there are three main techniques:-
- Thermal Imaging
- Image Processing and CNN
- Sensor Detectjon
SLIDE 8
- 2. Image Processing and CNN
SLIDE 10
Any Incident that Triggered this idea
SLIDE 11
Image Augmentation
SLIDE 12
Artifjcial Neural Network
SLIDE 13
Convolutional Neural Network
SLIDE 14
Working:
SLIDE 15 Kernel
kernel, convolutjon matrix, or mask is a small matrix. It is used for blurring, sharpening, embossing, edge detectjon, and more. This is accomplished by doing a convolutjon between a kernel and an image.
- The general expression of a convolutjon is:
g(x,y)= w*f(x,y)
SLIDE 16
Convolutional 2D
SLIDE 17
MaxPooling
SLIDE 18
Dropout
SLIDE 19 Activation Function
- The actjvatjon functjon is the non linear transformatjon that we do
- ver the input signal. This transformed output is then sent to the next
layer of neurons as input.
- Names of Actjvatjon Functjon:
Sigmoid Functjon Tanh Functjon ReLU Functjon Leaky ReLU Functjon Maxout Functjon ELU Functjon Sofumax Functjon
SLIDE 20
Sigmoid Function ReLU Function
SLIDE 21
Overfjtting and Underfjtting
SLIDE 22
Model Description
SLIDE 23
Performance Curves
SLIDE 24 Let’s talk about Android
Only A Little
SLIDE 25
Google Map API
SLIDE 26
Polyline
SLIDE 27 Implementation
- Detectjon
- GPS(Global Positjoning System)
- Array List
- Polyline
- Color coding
SLIDE 28
App’s icon
SLIDE 29
Demo Video of the App
SLIDE 30
Demo Video Of Navigation
SLIDE 31
Any Questions
SLIDE 32
