Search Results for author: Yixuan Ren

Found 5 papers, 1 papers with code

StEP: Style-based Encoder Pre-training for Multi-modal Image Synthesis

no code implementations CVPR 2021 Moustafa Meshry, Yixuan Ren, Larry S Davis, Abhinav Shrivastava

Specifically, we pre-train a generic style encoder using a novel proxy task to learn an embedding of images, from arbitrary domains, into a low-dimensional style latent space.

Image Generation Translation

NeRV: Neural Representations for Videos

3 code implementations NeurIPS 2021 Hao Chen, Bo He, Hanyu Wang, Yixuan Ren, Ser-Nam Lim, Abhinav Shrivastava

In contrast, with NeRV, we can use any neural network compression method as a proxy for video compression, and achieve comparable performance to traditional frame-based video compression approaches (H. 264, HEVC \etc).

Denoising Neural Network Compression +3

Towards Scalable Neural Representation for Diverse Videos

no code implementations CVPR 2023 Bo He, Xitong Yang, Hanyu Wang, Zuxuan Wu, Hao Chen, Shuaiyi Huang, Yixuan Ren, Ser-Nam Lim, Abhinav Shrivastava

Implicit neural representations (INR) have gained increasing attention in representing 3D scenes and images, and have been recently applied to encode videos (e. g., NeRV, E-NeRV).

Action Recognition Video Compression

Customize-A-Video: One-Shot Motion Customization of Text-to-Video Diffusion Models

no code implementations22 Feb 2024 Yixuan Ren, Yang Zhou, Jimei Yang, Jing Shi, Difan Liu, Feng Liu, Mingi Kwon, Abhinav Shrivastava

With the emergence of text-to-video (T2V) diffusion models, its temporal counterpart, motion customization, has not yet been well investigated.

Video Generation

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