Search Results for author: Roman Solovyev

Found 8 papers, 7 papers with code

Benchmarks and leaderboards for sound demixing tasks

2 code implementations12 May 2023 Roman Solovyev, Alexander Stempkovskiy, Tatiana Habruseva

For the models' assessments, we provide the leaderboard at https://mvsep. com/quality_checker/, giving a comparison for a range of models.

3D Convolutional Neural Networks for Stalled Brain Capillary Detection

4 code implementations4 Apr 2021 Roman Solovyev, Alexandr A. Kalinin, Tatiana Gabruseva

Recent advances in imaging technology enabled generation of high-quality 3D images that can be used to visualize stalled blood vessels.

Specificity

Roof material classification from aerial imagery

1 code implementation23 Apr 2020 Roman Solovyev

Proposed methods includes: method of converting ImageNet weights of neural networks for using multi-channel images; special set of features of second level models that are used in addition to specific predictions of neural networks; special set of image augmentations that improve training accuracy.

Classification General Classification +1

Weighted boxes fusion: Ensembling boxes from different object detection models

10 code implementations29 Oct 2019 Roman Solovyev, Weimin WANG, Tatiana Gabruseva

In this work, we present a novel method for combining predictions of object detection models: weighted boxes fusion.

Object object-detection +1

Fixed-Point Convolutional Neural Network for Real-Time Video Processing in FPGA

2 code implementations29 Aug 2018 Roman Solovyev, Alexander Kustov, Dmitry Telpukhov, Vladimir Rukhlov, Alexandr Kalinin

Modern mobile neural networks with a reduced number of weights and parameters do a good job with image classification tasks, but even they may be too complex to be implemented in an FPGA for video processing tasks.

Image Classification

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