Fast implementation of 4-bit convolutional neural networks for mobile devices

A Trusov, E Limonova, D Slugin… - 2020 25th …, 2021 - ieeexplore.ieee.org
Quantized low-precision neural networks are very popular because they require less
computational resources for inference and can provide high performance, which is vital for …

[HTML][HTML] YOLO-Barcode: towards universal real-time barcode detection on mobile devices

DM Ershova, AV Gayer, PV Bezmaternykh… - Компьютерная …, 2024 - cyberleninka.ru
Existing approaches to barcode detection have a number of disadvantages, including being
tied to specific types of barcodes, computational complexity or low detection accuracy. In this …

Memory consumption and computation efficiency improvements of Viola–Jones object detection method for remote sensing applications

SA Usilin, OA Slavin, VV Arlazarov - Pattern Recognition and Image …, 2021 - Springer
In this paper, we consider object classification and detection problems. We propose an
algorithm that is effective from the point of view of computational complexity and memory …

A robust approach for recognition of QR codes with cropped sides

I Tishin, N Valishina, J Shemiakina… - Fifth Symposium on …, 2025 - spiedigitallibrary.org
QR code is a commonly used two-dimensional barcode employed in a variety of
applications. To simplify the detection and segmentation of QR code, its structure …

High-performance digital image processing

PV Bezmaternykh, DP Nikolaev… - Pattern Recognition and …, 2023 - Springer
The work briefly describes the activities of the Moscow Scientific School of Digital Image
Processing, formed on the basis of a team led by Professor VL Arlazarov. This school is …

Application of Cascade Methods as a Universal Object Detection Tool

DP Matalov, SA Usilin, DP Nikolaev… - Pattern Recognition and …, 2023 - Springer
This paper is devoted to a review of the achievements of the Moscow scientific school of
image recognition, formed under the leadership of Professor Vladimir L'vovich Arlazarov, in …

Theoretical Analysis of Viola-Jones Algorithm Based Image and Live-Feed Facial Recognition

MB Savadatti, AB Gurulakshmi… - … on Advances in …, 2022 - ieeexplore.ieee.org
Facial Recognition in this day becomes more necessary than ever, owing to the boom of
digital media and automation, and the need for online security. This paper aims to analyse a …

Memory Consumption and Computation Efficiency Improvements of Viola-Jones Object Detection Method for UAVs

SA Usilin, OA Slavin, VV Arlazarov - International Conference on Pattern …, 2021 - Springer
In this paper, we consider object classification and detection problems for autonomous
UAVs. We propose an algorithm that is effective from the point of view of computational …

Precise localization of synchronization patterns for Aztec code matrix extraction

AD Bursikov, PV Bezmaternykh… - … on Machine Vision, 2021 - spiedigitallibrary.org
Two-dimensional barcode reading is still a challenging problem in the computer vision
domain. To simplify this reading process specially designed synchronization patterns are …

Using of Viola and Jones method to localize objects in multispectral aerospace images based on multichannel features

S Usilin, O Slavin - E3S Web of Conferences, 2020 - e3s-conferences.org
A new algorithm for localizing engineering objects on multispectral images based on the
Viola and Jones method has been developed. The proposed algorithm uses multichannel …