Traffic Light Recognition using Deep Learning

Traffic Light Recognition using Deep Learning

Vamshi Gudavarthi

Vamshi Gudavarthi

Lakeside, California

Recognizing Traffic lights in the driving direction using Deep Learning. The dataset contains images taken by the drivers using Nexar app.

Artificial Intelligence

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This project is pursued as a final project for the course Neural Networks and Pattern Recognition taken at University of California, San Diego. We tried to solve the problem posed in Nexar challenge shown in the following link, ( Although the challenge is over by then we are able to solve to the extent we were almost there matching the 2nd rank shown in their leaderboard. Also we localized the region of traffic lights using UCSD Traffic lights dataset where data for bounding boxes is also available. Apart from this I had many other machine learning and deep learning projects to my credit. Also I am currently enrolled for graduate study at UCSD specializing in Intelligent Systems, Robotics & Control. Following is one of the reference we used for our project (Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks by Shaoqing Ren, Kaiming He, Ross Girshick, Jian Sun)

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Sahil S. updated status

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Sahil Singh

Iam currently working on a life saving IoT device which helps diabetic type-1 patients to automatically regulate their insulin levels. And also gives notification on high or low blood sugar..

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Sofian H. updated status

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Sofian Hadiwijaya

Now I just started new company call warung, warung is a small shop that sells cold bottled drinks, candy, cigarettes, snacks and other daily necessities, while the larger ones are small restaurant establishments. But instead of using POS to track the transaction we will build speech recognition and computer vision If you have any comment or suggestion for my project feel free to comment Thanks

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Jayesh A. updated status

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Jayesh Ahire

I am working on a AI with basically a high EQ. It is a kind of chatbot which can help people to get out of a emotional stress and it will make life if a emotionally weak people really easy in my opinion.

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Opetunde A. created project Blood in need

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Blood in need

With over 10,000 people dying every year in Nigeria due to lack of access to blood at the time of need, this project is designed to help hospitals predict the amount of blood that will be needed at a particular point in time for treatment even before the need arises so that adequate preparations are made to make blood (with different blood types) available and accessible when it is needed.

In this project there will be need for data to build a predictive model with a machine learning algorithm. However, I have had a a lot of issues trying to access the data in my home country because of some health policies in place. Any ideas on how to get an open and relevant data from another country to work with

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Troy S. created project glObe

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You find yourself shipwrecked on an island after a very recent storm. When you come to, you are greeted warmly by the island chieftain who happens to point out that your ship is broken and beyond repair. Your pockets are empty and you are stranded. The chieftain tells you to introduce yourself to the local island folks while she prepares a place for you to stay.

Upon doing so, you will discover the currency, trade, and skills needed to help the locals rebuild their island and advance their technology and fishing prowess. Heck! If you work hard enough, you might be able to set sail again.

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Dhawal B. updated status

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Dhawal Babbar

Hey all, Skills ● Machine learning enthusiast - Python (OPENCV), OCTAVE, Andrew NG course cousera - , Neural Networks Coursera -, Introduction to Datascience in Python ● Competitive Programming - C++ ● Database Management – MYSQL Projects​ ​and​ ​Publications: TEAM: ● Star-Force​, A playful implementation of Jedi - force Using VR, Arduino, Image Processing (Shown at TEI 2017) ● Virtual​ ​Prosthetic​ ​arm,​ ​a virtual arm to relieve phantom limb pain INDIVIDUAL: ● Fly the Bird, A basic game using C Graphics ● Lets see your jump, A game using Python ● Sudoku solver, in python and c++ Awards ● ACM International collegiate programming contest (ACM ICPC)-2016 (Qualified for India Regionals) ● Darrel Chong Award - IEEE USICT 2017 - Leader IEEE USICT Volunteering and participation ● International conference on computational techniques (ICCTICT)-2016 (Part of Organizing committee) ● Volunteer at IMC(India Mobile Conference 2017) ● Mc Graw Hill- Data Science Workshop ● IEEE DSC 2016, 2017 ● IEEE Workshops on android and software development Along with this i am chairperson at IEEE USICT STUDENT BRANCH 2017-18

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Bob Duffy

Folsom, CA, USA