Search Results for author: Yaxuan Zhu

Found 7 papers, 1 papers with code

Learning Energy-Based Models by Cooperative Diffusion Recovery Likelihood

no code implementations10 Sep 2023 Yaxuan Zhu, Jianwen Xie, YingNian Wu, Ruiqi Gao

Training energy-based models (EBMs) on high-dimensional data can be both challenging and time-consuming, and there exists a noticeable gap in sample quality between EBMs and other generative frameworks like GANs and diffusion models.

Image Inpainting Out-of-Distribution Detection

Progressive Energy-Based Cooperative Learning for Multi-Domain Image-to-Image Translation

no code implementations26 Jun 2023 Weinan Song, Yaxuan Zhu, Lei He, YingNian Wu, Jianwen Xie

The components of translator, style encoder, and style generator constitute a diversified image generator.

Image-to-Image Translation

Likelihood-Based Generative Radiance Field with Latent Space Energy-Based Model for 3D-Aware Disentangled Image Representation

no code implementations16 Apr 2023 Yaxuan Zhu, Jianwen Xie, Ping Li

We propose the NeRF-LEBM, a likelihood-based top-down 3D-aware 2D image generative model that incorporates 3D representation via Neural Radiance Fields (NeRF) and 2D imaging process via differentiable volume rendering.

Object Variational Inference

A Tale of Two Latent Flows: Learning Latent Space Normalizing Flow with Short-run Langevin Flow for Approximate Inference

no code implementations23 Jan 2023 Jianwen Xie, Yaxuan Zhu, Yifei Xu, Dingcheng Li, Ping Li

We study a normalizing flow in the latent space of a top-down generator model, in which the normalizing flow model plays the role of the informative prior model of the generator.

Anomaly Detection Image Inpainting +1

CoopHash: Cooperative Learning of Multipurpose Descriptor and Contrastive Pair Generator via Variational MCMC Teaching for Supervised Image Hashing

no code implementations9 Oct 2022 Khoa D. Doan, Jianwen Xie, Yaxuan Zhu, Yang Zhao, Ping Li

Leveraging supervised information can lead to superior retrieval performance in the image hashing domain but the performance degrades significantly without enough labeled data.

Retrieval

A Tale of Two Flows: Cooperative Learning of Langevin Flow and Normalizing Flow Toward Energy-Based Model

no code implementations ICLR 2022 Jianwen Xie, Yaxuan Zhu, Jun Li, Ping Li

Under the short-run non-mixing MCMC scenario, the estimation of the energy-based model is shown to follow the perturbation of maximum likelihood, and the short-run Langevin flow and the normalizing flow form a two-flow generator that we call CoopFlow.

Learning Neural Representation of Camera Pose with Matrix Representation of Pose Shift via View Synthesis

1 code implementation CVPR 2021 Yaxuan Zhu, Ruiqi Gao, Siyuan Huang, Song-Chun Zhu, Ying Nian Wu

Specifically, the camera pose and 3D scene are represented as vectors and the local camera movement is represented as a matrix operating on the vector of the camera pose.

Novel View Synthesis regression

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