Search Results for author: Yuxuan Duan

Found 6 papers, 3 papers with code

Dataset Distillation in Latent Space

no code implementations27 Nov 2023 Yuxuan Duan, Jianfu Zhang, Liqing Zhang

Dataset distillation (DD) is a newly emerging research area aiming at alleviating the heavy computational load in training models on large datasets.

ControlCom: Controllable Image Composition using Diffusion Model

1 code implementation19 Aug 2023 Bo Zhang, Yuxuan Duan, Jun Lan, Yan Hong, Huijia Zhu, Weiqiang Wang, Li Niu

To address these challenges, we propose a controllable image composition method that unifies four tasks in one diffusion model: image blending, image harmonization, view synthesis, and generative composition.

Image Harmonization

WeditGAN: Few-Shot Image Generation via Latent Space Relocation

1 code implementation11 May 2023 Yuxuan Duan, Li Niu, Yan Hong, Liqing Zhang

In this work, we introduce WeditGAN, which realizes model transfer by editing the intermediate latent codes $w$ in StyleGANs with learned constant offsets ($\Delta w$), discovering and constructing target latent spaces via simply relocating the distribution of source latent spaces.

Image Generation

Diff-ID: An Explainable Identity Difference Quantification Framework for DeepFake Detection

no code implementations30 Mar 2023 Chuer Yu, Xuhong Zhang, Yuxuan Duan, Senbo Yan, Zonghui Wang, Yang Xiang, Shouling Ji, Wenzhi Chen

We then visualize the identity loss between the test and the reference image from the image differences of the aligned pairs, and design a custom metric to quantify the identity loss.

Attribute DeepFake Detection +1

Watch Out for the Confusing Faces: Detecting Face Swapping with the Probability Distribution of Face Identification Models

no code implementations23 Mar 2023 Yuxuan Duan, Xuhong Zhang, Chuer Yu, Zonghui Wang, Shouling Ji, Wenzhi Chen

We reflect this nature with the confusion of a face identification model and measure the confusion with the maximum value of the output probability distribution.

Face Identification Face Swapping

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