activity
20202025
most citedInferring Point Cloud Quality via Graph Similarity

12 citations · 51 across the 22 of their papers we have counts for

collaborators

22 papers

cs.CV2025

DPCD: A Quality Assessment Database for Dynamic Point Clouds

Yating Liu, Yujie Zhang, Qi Yang +3

Recently, the advancements in Virtual/Augmented Reality (VR/AR) have driven the demand for Dynamic Point Clouds (DPC). Unlike static point clouds, DPCs are capable of capturing tem…

eess.IV2025

Differentiable Low-computation Global Correlation Loss for Monotonicity Evaluation in Quality Assessment

Yipeng Liu, Qi Yang, Yiling Xu

In this paper, we propose a global monotonicity consistency training strategy for quality assessment, which includes a differentiable, low-computation monotonicity evaluation loss…

cs.CV2025

From Images to Point Clouds: An Efficient Solution for Cross-media Blind Quality Assessment without Annotated Training

Yipeng Liu, Qi Yang, Yujie Zhang +3

We present a novel quality assessment method which can predict the perceptual quality of point clouds from new scenes without available annotations by leveraging the rich prior kno…

cs.CV2024

Asynchronous Feedback Network for Perceptual Point Cloud Quality Assessment

Yujie Zhang, Qi Yang, Ziyu Shan +1

Recent years have witnessed the success of the deep learning-based technique in research of no-reference point cloud quality assessment (NR-PCQA). For a more accurate quality predi…

cs.CV2024

Perception-Guided Quality Metric of 3D Point Clouds Using Hybrid Strategy

Yujie Zhang, Qi Yang, Yiling Xu +1

Full-reference point cloud quality assessment (FR-PCQA) aims to infer the quality of distorted point clouds with available references. Most of the existing FR-PCQA metrics ignore t…

cs.CV2024

Contrastive Pre-Training with Multi-View Fusion for No-Reference Point Cloud Quality Assessment

Ziyu Shan, Yujie Zhang, Qi Yang +5

No-reference point cloud quality assessment (NR-PCQA) aims to automatically evaluate the perceptual quality of distorted point clouds without available reference, which have achiev…