Computer Vision Lab

Nikolay Falaleev

Blog

Welcome!

A Robotics, Computer Vision and Machine Learning lab by Nikolay Falaleev. The main focus of the blog is Self-Driving Car Technology and Deep Learning.

Here you can find all posts materials.

All Posts

Title img
06 Nov 2018

Benchmarking RTX 2080 Ti vs Pascal GPUs vs Tesla V100 with DL tasks

Comparation of Nvidia RTX 2080 Ti with GTX 1080 Ti and 1070.

3 mins read
Title img
24 Oct 2018

Semantic Segmentation of Seismic Reflection Images

A gold medal solution of the TGS Salt Identification Challenge.

12 mins read
Title img
23 Oct 2018

About Kaggle TGS Salt Identification Challenge

Kaggle Challenge to segment salt deposits beneath the Earth's surface on seismic images.

1 min read
Title img
05 Jun 2018

Discussion of the Lyft Perception Challenge

How to increase inference speed on a semantic segmentation task and further ideas.

4 mins read
Title img
05 Jun 2018

Multiclass semantic segmentation with LinkNet34

A CNN approach used for multiclass semantic segmentation during the Lyft Perception Challenge.

6 mins read
Title img
31 May 2018

About Lyft Perception Challenge

A partnered Lyft and Udacity semantic segmentation challenge with synthetic images.

2 mins read
Title img
21 Feb 2018

An approach to predicted class balancing

An approach how to increase your position on a leaderpoard in a classification datascience competition by balancing predictions.

7 mins read
Title img
20 Feb 2018

Camera model identification with deep learning

Ideas and approach to the Kaggle IEEE's Signal Processing Society - Camera Model Identification challenge.

5 mins read
Title img
20 Oct 2017

How I run TensorFlow with CUDA 9 and cuDNN 7 in openSUSE on Ryzen

A set of instruction to run a modern version of the deep learning framework TensorFlow on AMD Ryzen.

5 mins read
Title img
21 Sep 2017

Neural network for multiclass image segmentation

VGG16-based fully convolutional networks for semantic segmentation of images on Cityscapes

3 mins read