Research
This page contains highlights of my research:
- Image-based Structural Analysis (Computer Vision)
Image-based Structural Analysis
This project aims to develop a Computer Vision application using Convolutional Neural Networks to extract information from a hand-drawn Civil Engineering problem and solve for the structure's response.
The following are a few results using Keras and Tensorflow
(Currently Private)
Centralized Traffic
This project aims to simulate a centralized traffic intersection system which will command cars to decelerate as necessary to avoid collisions such as in Autonomous Intersection Management (AIM).
No Deceleration
With Deceleration Updates
Water Supply Shortage in California
As a Civil Engineering project, I worked with a team to investigate the factors affecting water supply shortage in California and proposed solutions.
Through our efforts in researching and presentation, we were awarded with the Best Poster Design & Presentation Award.
Articles Studied
Gradient-Based Learning Applied to Document Recognition
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Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
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Rich feature hierarchies for accurate object detection and semantic segmentation
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Systematic evaluation of CNN advances on the ImageNet
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Speed/accuracy trade-offs for modern convolutional object detectors
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Free Hand-DrawnSketchSegmentation
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To be edited. Link
Articles Studied
Gradient-Based Learning Applied to Document Recognition
​
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
​
Rich feature hierarchies for accurate object detection and semantic segmentation
​
Systematic evaluation of CNN advances on the ImageNet
​
Speed/accuracy trade-offs for modern convolutional object detectors
​
Free Hand-DrawnSketchSegmentation
​
​
To be edited. Link
Courses
In Progress
Machine Learning | Coursera
Stanford University, Andrew Ng
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Parallel Programming | Coursera
​École Polytechnique Fédérale de Lausanne
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I'm a paragraph. Click here to add your own text and edit me. Link
Completed
Course Name | Location
Institution, Instructor
​
To be edited. Link
Courses
In Progress
Machine Learning | Coursera
Stanford University, Andrew Ng
​
Parallel Programming | Coursera
​École Polytechnique Fédérale de Lausanne
​
​
I'm a paragraph. Click here to add your own text and edit me. Link
Completed
Course Name | Location
Institution, Instructor
​
To be edited. Link