Výsledky vyhledávání - "Yuriy Kochura"

Deep Learning for Melanoma Detection with Testing Time Data Augmentation

Autor: Volodymyr Doms, Yuriy Kochura, Oleg Alienin, Yuri Gordienko, Oleksandr Rokovyi, Sergii Stirenko

Publikováno v: Advances in Artificial Systems for Logistics Engineering ISBN: 9783030804749

Recently, the numerous deep learning (DL) approaches were successfully applied for analysis of the melanoma that is one of the most dangerous skin cancer types. This work is devoted to investigation of various DL neural networks (DNNs) applied to mel

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::a85cd50ea06eb3cd9747f24c3e66a68e
https://doi.org/10.1007/978-3-030-80475-6_13

Zobrazit plný text záznamu

'Last mile' optimization of edge computing ecosystem with deep learning models and specialized tensor processing architectures

Autor: Yuri Gordienko, Oleksandr Rokovyi, Sergii Stirenko, Oleg Alienin, Yuriy Kochura, Vlad Taran, Nikita Gordienko

Publikováno v: Advances in Computers ISBN: 9780128231234

In the context of edge computing (EC) paradigm the new type of specific System on a Chip (SoC) devices with tensor processing architectures (TPAs) appeared for running deep learning (DL) models efficiently on edge computing accelerators (ECAs). Despi

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::bb7394f43a6842a9e3bbc691880c9bd4
https://doi.org/10.1016/bs.adcom.2020.10.003

Zobrazit plný text záznamu

Scaling Analysis of Specialized Tensor Processing Architectures for Deep Learning Models

Autor: Sergii Stirenko, Vlad Taran, Yuriy Kochura, Oleg Alienin, Yuri Gordienko, Nikita Gordienko, Alexandr Rokovyi

Publikováno v: Deep Learning: Concepts and Architectures ISBN: 9783030317553

Specialized tensor processing architectures (TPA) targeted for neural network processing has attracted a lot of attention in recent years. The computing complexity of the algorithmically different components of some deep neural networks (DNNs) was co

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::09c62c328b37b7efe5fff65255ea68b9
https://doi.org/10.1007/978-3-030-31756-0_3

Zobrazit plný text záznamu

Adaptive Iterative Pruning for Accelerating Deep Neural Networks

Autor: Vlad Taran, Yuriy Kochura, Sergii Stirenko, Yuri Gordienko, Nikita Gordienko, Andrii Bugaiov

Publikováno v: 2019 XIth International Scientific and Practical Conference on Electronics and Information Technologies (ELIT).

The new adaptive iterative pruning (AIP) approach is proposed. It differs from the standard iterative pruning- retraining scheme by the adaptively changing hyperparameters by linear, multiplicative, or adaptive laws (batch size, number of epochs, a m

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::cb183cf90c11f273002811c8ad4db599
https://doi.org/10.1109/elit.2019.8892346

Zobrazit plný text záznamu

Batch Size Influence on Performance of Graphic and Tensor Processing Units During Training and Inference Phases

Autor: Nikita Gordienko, Alexandr Rokovyi, Yuriy Kochura, Yuri Gordienko, Sergii Stirenko, Vlad Taran, Oleg Alienin

Publikováno v: Advances in Computer Science for Engineering and Education II ISBN: 9783030166205

The impact of the maximally possible batch size (for the better runtime) on performance of graphic processing units (GPU) and tensor processing units (TPU) during training and inference phases is investigated. The numerous runs of the selected deep n

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::781f908c32bd67640f2a3f2eaa3121dd
https://doi.org/10.1007/978-3-030-16621-2_61

Zobrazit plný text záznamu

Effect of Data Augmentation and Lung Mask Segmentation for Automated Chest Radiograph Interpretation of Some Lung Diseases

Autor: Peng Gang, Yuriy Kochura, Wei Zeng, Sergii Stirenko, Oleksandr Rokovyi, Oleg Alienin, Yuri Gordienko

Publikováno v: Communications in Computer and Information Science ISBN: 9783030368074
ICONIP (4)

The results of chest X-ray (CXR) analysis of 2D images to get the statistically reliable predictions of some lung diseases by computer-aided diagnosis (CADx) based on the convolutional neural network (CNN) are presented for the largest open CXR datas

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::02727736f3c6fa38be0da23a0d70bbac
https://doi.org/10.1007/978-3-030-36808-1_36

Zobrazit plný text záznamu

Vyhledávací nástroje:

Upřesnit hledání