Publications

You can also find my articles on my Google Scholar profile.

Conference Papers

Resfusion: Denoising Diffusion Probabilistic Models for Image Restoration Based on Prior Residual Noise

Published in NeurIPS, 2024

Start diffusion-based restoration process from noisy degraded images (not pure Gaussian noise) by injecting the residual term into the forward diffusion process, reducing unnecessary sampling.

Download Paper

TS-SAM: Fine-Tuning Segment-Anything Model for Downstream Tasks

Published in 2024 IEEE International Conference on Multimedia and Expo (ICME), 2024

This paper proposes TS-SAM (Two-Stream SAM), which enhances SAM with a lightweight convolutional side-branch adapter, a multi-scale refinement module, and a feature-fusion decoder, enabling it to achieve performance closer to, or even comparable with, specialized segmentation models on downstream segmentation tasks.

Download Paper

Chen Xu

Publications

Conference Papers

Resfusion: Denoising Diffusion Probabilistic Models for Image Restoration Based on Prior Residual Noise

TS-SAM: Fine-Tuning Segment-Anything Model for Downstream Tasks