Alexander Filonenko

ABOUT ME

Ph. D. candidate in Computer Vision

Seoul (+09:00)

Joined July 2018

EXPERTISE

Computer Vision

7 years experience

Applied CV for detection of smoke and fire. Also, helped writing code for lane detection for autonomous vehicles.

Deep Learning

1 year experience

Use Pytorch and Keras for image and video classification

C++

7 years experience

Multiple implementations of computer vision algorithms

OpenCV Computer Vision

Python

2 years experience

I use Python for deep learning

PyTorch Keras NumPy

8 years experience

I wrote programs using EmguCV and WPF from time to time.

SOCIAL PRESENCE

GitHub

cnn_evaluation_smoke

Evaluation of CNN for Smoke Detection

Python

ModernArtUI

Modern art based GUI demonstration

Java

EMPLOYMENTS

Intern

Hyundai Motor Company / University of Ulsan

2010-09-01-2011-01-01

Trained to perform automotive assembly process decomposition: car electronics, sensors, etc. Participated in Robotics and Comp...

Trained to perform automotive assembly process decomposition: car electronics, sensors, etc. Participated in Robotics and Computer Vision capstone: autonomous mobile robot

LabVIEW

Software Engineer

Veon

2009-07-01-2010-07-01

Implemented a business logic for billing systems using Java Developed an automatic testing system for billing servers

Java

SQL

Java

SQL

PROJECTS

Smoke and Fire Detection using Deep Learning

2017

· Built and trained deep neural networks to detect smoke and fire on images and videos · Experimented with different network architec...

· Built and trained deep neural networks to detect smoke and fire on images and videos · Experimented with different network architectures · Performed image pre-processing, dataset augmentation, and validation to prevent overfitting

Python

NumPy

Computer Vision

Python

NumPy

Computer Vision

Keras

PyTorch

Falling Action Recognition

2018

Built and trained a deep neural network to detect a human fall action Performed image pre-processing

Python

Computer Vision

Keras

Python

Computer Vision

Keras