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Resolution-robust Large Mask Inpainting with Fourier Convolutions
Roman Suvorov, Elizaveta Logacheva, Anton Mashikhin +7
Modern image inpainting systems, despite the significant progress, often struggle with large missing areas, complex geometric structures, and high-resolution images. We find that o…
Perceptual Gradient Networks
Dmitry Nikulin, Roman Suvorov, Aleksei Ivakhnenko +1
Many applications of deep learning for image generation use perceptual losses for either training or fine-tuning of the generator networks. The use of perceptual loss however incur…
StylePeople: A Generative Model of Fullbody Human Avatars
Artur Grigorev, Karim Iskakov, Anastasia Ianina +4
We propose a new type of full-body human avatars, which combines parametric mesh-based body model with a neural texture. We show that with the help of neural textures, such avatars…
Point-Based Modeling of Human Clothing
Ilya Zakharkin, Kirill Mazur, Artur Grigorev +1
We propose a new approach to human clothing modeling based on point clouds. Within this approach, we learn a deep model that can predict point clouds of various outfits, for variou…
Real-time RGBD-based Extended Body Pose Estimation
Renat Bashirov, Anastasia Ianina, Karim Iskakov +4
We present a system for real-time RGBD-based estimation of 3D human pose. We use parametric 3D deformable human mesh model (SMPL-X) as a representation and focus on the real-time e…
CNN with large memory layers
Rasul Karimov, Yury Malkov, Karim Iskakov +1
This work is centred around the recently proposed product key memory structure \cite{large_memory}, implemented for a number of computer vision applications. The memory structure c…