Emergency vs Non-Emergency Vehicle Classification

Emergency vs Non-Emergency Vehicle Classification

Recently I participated in JanataHack: Computer Vision Hackathon hosted by Analytics Vidhya. The aim of the competition was to create a binary image classifier that could differentiate the Non — Emergency Vehicles eg. private owned vehicles . from the emergency vehicles (police vehicles , ambulances, etc).

Motivation

Recently I participated in JanataHack: Computer Vision Hackathon hosted by Analytics Vidhya. The aim of the competition was to create a binary image classifier that could differentiate the Non — Emergency Vehicles eg. private owned vehicles . from the emergency vehicles (police vehicles , ambulances, etc).

Originally I had used keras at that time of submission. But then I decided to implement a pytorch version to see if there was any advantage in using pytorch as most top participants has used fastai which used pytoch in backend.

Why Is this important ?

Fatalities due to traffic delays of emergency vehicles such as ambulance & fire brigade is a huge problem. In daily life, we often see that emergency vehicles face difficulty in passing through traffic.

So differentiating a vehicle into an emergency and non emergency category can be an important component in traffic monitoring as well as self drive car systems as reaching on time to their destination is critical for these services.

Data Description

There are total of 1646 in the train set and 706 in the test set.

There are two .csv files which contain the train and test image names.

ai machine-learning pytorch-vs-tensorflow streamlit pytorch

What is Geek Coin

What is GeekCash, Geek Token

Best Visual Studio Code Themes of 2021

Bootstrap 5 Tutorial - Bootstrap 5 Crash Course for Beginners

Nest.JS Tutorial for Beginners

Hello Vue 3: A First Look at Vue 3 and the Composition API

AI vs Machine Learning vs Deep Learning | AI vs ML vs DL | Machine Learning Training with Python

This video is about the difference between the three terms Artificial Intelligence, Machine Learning & Deep Learning. AI vs ML vs DL. AI vs Machine Learning vs Deep Learning | AI vs ML vs DL | Machine Learning Training with Python

Hire Machine Learning Engineer | Offshore Machine Learning Experts

We are a Machine Learning Services provider offering custom AI solutions, Machine Learning as a service & deep learning solutions. Hire Machine Learning experts & build AI Chatbots, Neural networks, etc. 16+ yrs & 2500+ clients.

Deep Learning Frameworks: MxNet vs TensorFlow vs DL4j vs PyTorch

We will go through some of the popular deep learning frameworks like Tensorflow, MxNet, DL4j, PyTorch and CNTK so you can choose which one is best for your project. Deep Learning is a branch of Machine Learning. Though machine learning has various algorithms, the most powerful are neural networks. To build these neural networks, we use different frameworks like Tensorflow, CNTK, and MxNet.

Machine Learning Vs Deep Learning: Difference Between Machine Learning and Deep Learning

This article will simply explain the concept which will help you understand the difference between Machine Learning and Deep Learning. 

5 Latest Technology Trends of Machine Learning for 2021

Check out the 5 latest technologies of machine learning trends to boost business growth in 2021 by considering the best version of digital development tools. It is the right time to accelerate user experience by bringing advancement in their lifestyle.