50 citations · 76 across the 9 of their papers we have counts for
12 papers
Fast matrix multiplication for binary and ternary CNNs on ARM CPU
Anton Trusov, Elena Limonova, Dmitry Nikolaev +1
Low-bit quantized neural networks are of great interest in practical applications because they significantly reduce the consumption of both memory and computational resources. Bina…
Advanced Hough-based method for on-device document localization
D. V. Tropin, A. M. Ershov, D. P. Nikolaev +1
The demand for on-device document recognition systems increases in conjunction with the emergence of more strict privacy and security requirements. In such systems, there is no dat…
ResNet-like Architecture with Low Hardware Requirements
Elena Limonova, Daniil Alfonso, Dmitry Nikolaev +1
One of the most computationally intensive parts in modern recognition systems is an inference of deep neural networks that are used for image classification, segmentation, enhancem…
Fast Implementation of 4-bit Convolutional Neural Networks for Mobile Devices
Anton Trusov, Elena Limonova, Dmitry Slugin +2
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 real-t…
Fast Approximate Modelling of the Next Combination Result for Stopping the Text Recognition in a Video
Konstantin Bulatov, Nadezhda Fedotova, Vladimir V. Arlazarov
In this paper, we consider a task of stopping the video stream recognition process of a text field, in which each frame is recognized independently and the individual results are c…
Fast Implementation of Morphological Filtering Using ARM NEON Extension
Elena Limonova, Arseny Terekhin, Dmitry Nikolaev +1
In this paper we consider speedup potential of morphological image filtering on ARM processors. Morphological operations are widely used in image analysis and recognition and their…