1 code implementation • 14 Aug 2023 • Stefan Uhlich, Giorgio Fabbro, Masato Hirano, Shusuke Takahashi, Gordon Wichern, Jonathan Le Roux, Dipam Chakraborty, Sharada Mohanty, Kai Li, Yi Luo, Jianwei Yu, Rongzhi Gu, Roman Solovyev, Alexander Stempkovskiy, Tatiana Habruseva, Mikhail Sukhovei, Yuki Mitsufuji
A significant source of this improvement was making the simulated data better match real cinematic audio, which we further investigate in detail.
2 code implementations • 14 Aug 2023 • Giorgio Fabbro, Stefan Uhlich, Chieh-Hsin Lai, Woosung Choi, Marco Martínez-Ramírez, WeiHsiang Liao, Igor Gadelha, Geraldo Ramos, Eddie Hsu, Hugo Rodrigues, Fabian-Robert Stöter, Alexandre Défossez, Yi Luo, Jianwei Yu, Dipam Chakraborty, Sharada Mohanty, Roman Solovyev, Alexander Stempkovskiy, Tatiana Habruseva, Nabarun Goswami, Tatsuya Harada, Minseok Kim, Jun Hyung Lee, Yuanliang Dong, Xinran Zhang, Jiafeng Liu, Yuki Mitsufuji
We propose a formalization of the errors that can occur in the design of a training dataset for MSS systems and introduce two new datasets that simulate such errors: SDXDB23_LabelNoise and SDXDB23_Bleeding.
2 code implementations • 12 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.
4 code implementations • 4 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.
1 code implementation • 23 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.
10 code implementations • 29 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.
no code implementations • 8 Aug 2019 • Roman Solovyev, Iaroslav Melekhov, Timo Lesonen, Elias Vaattovaara, Osmo Tervonen, Aleksei Tiulpin
In contrast to the previous art, we, for the first time, propose to estimate CTR with uncertainty bounds.
2 code implementations • 29 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.