Daniil's blog

Machine Learning and Computer Vision artisan.

Learning to generate lyrics and music with Recurrent Neural Networks

A post showing an application of RNN-based generative models for lyrics and piano music generation.

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Fully Convolutional Networks (FCNs) for Image Segmentation

A post showing how to perform Image Segmentation using Fully Convolutional Networks that were trained on PASCAL VOC using our framework.

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Tfrecords Guide

A post showing how to convert your dataset to .tfrecords file and later on use it as a part of a computational graph.

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Image Segmentation with Tensorflow using CNNs and Conditional Random Fields

A post showing how to perform Image Segmentation with a recently released TF-Slim library and pretrained models. It covers the training and post-processing using Conditional Random Fields.

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Upsampling and Image Segmentation with Tensorflow and TF-Slim

A post showing how to perform Upsampling and Image Segmentation with a recently released TF-Slim library and pretrained models.

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Image Classification and Segmentation with Tensorflow and TF-Slim

A post showing how to perform Image Classification and Image Segmentation with a recently released TF-Slim library and pretrained models.

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Google Summer of Code: Implementing the training part of face detection

Here I will go into the details of implementing the training part of face detection algorithm and the difficulties that I faced.

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Google Summer of Code: Creating Training set.

I describe a process of the creating a dataset for training classifier that I use for Face Detection.

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Google Summer Of Code: Optimizmizing existing code. Creating object detection module.

The post describes the steps that were made in order to speed-up Face Detection.

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Google Summer of Code: reading OpenCv trained file. Building detector.

A post about how I read the OpenCv trained file and implemented a prototype of detector.

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