activity
20222025
most citedUncovering the Over-smoothing Challenge in Image Super-Resolution: Entropy-based Quantification and Contrastive Optimization

19 citations · 23 across the 5 of their papers we have counts for

collaborators

5 papers

cs.CL2025

VITA-Audio: Fast Interleaved Cross-Modal Token Generation for Efficient Large Speech-Language Model

Zuwei Long, Yunhang Shen, Chaoyou Fu +11

With the growing requirement for natural human-computer interaction, speech-based systems receive increasing attention as speech is one of the most common forms of daily communicat…

cs.CV2023

AutoDiffusion: Training-Free Optimization of Time Steps and Architectures for Automated Diffusion Model Acceleration

Lijiang Li, Huixia Li, Xiawu Zheng +7

Diffusion models are emerging expressive generative models, in which a large number of time steps (inference steps) are required for a single image generation. To accelerate such t…

cs.CV2023★ 2 cited

A Unified Framework for 3D Point Cloud Visual Grounding

Haojia Lin, Yongdong Luo, Xiawu Zheng +7

Thanks to its precise spatial referencing, 3D point cloud visual grounding is essential for deep understanding and dynamic interaction in 3D environments, encompassing 3D Referring…

cs.CV2022★ 2 cited

Meta Architecture for Point Cloud Analysis

Haojia Lin, Xiawu Zheng, Lijiang Li +5

Recent advances in 3D point cloud analysis bring a diverse set of network architectures to the field. However, the lack of a unified framework to interpret those networks makes any…

eess.IV2022★ 19 cited

Uncovering the Over-smoothing Challenge in Image Super-Resolution: Entropy-based Quantification and Contrastive Optimization

Tianshuo Xu, Lijiang Li, Peng Mi +5

PSNR-oriented models are a critical class of super-resolution models with applications across various fields. However, these models tend to generate over-smoothed images, a problem…