Me
Xuelin LIU
Jiangxi University of Finance and Economics
xuelinliu-bill [at] foxmail.com

About

I am currently a Post-Doctoral Fellow with Jiangxi University of Finance and Economics (JUFE). I received the B.S., MA.Sc, and Ph.D. degrees from the JUFE, Nanchang, Jiangxi, China, in 2017, 2020, and 2024, respectively. My supervisors were Prof. Yuming Fang and Prof. Zheng Wan at JUFE and Prof. Kede Ma at City University of Hong Kong (CityUHK). The Lab is multimedia content analysis and quality assessment (MCAQA). From May 2023 to June 2024, I was a Visiting PhD Student at the City University of Hong Kong and my supervisor was Prof. Shiqi Wang. I'm always looking for related colaboration. If you are interested to chat with me, feel free to drop me an email.

Interests

  • Visual Quality Assessment
  • [Image Quality Assessment][Video Quality Assessment]
  • Multimedia Quality of Experience
  • [2D Image/Video][3D Image/Video][360° Image/Video]
  • Multimedia Communications
  • [360° Video]
  • Computer Vision
  • [Large Multimodal Model][Robustness Evaluation]

Education

Jiangxi University of Finance and Economics
Jiangxi University of Finance and Economics
Jiangxi University of Finance and Economics
  • B.Eng in Information Management and Information Systems, Sep. 2013 - Jun. 2017
  • Mentor: Prof. Yuming Fang

News

  • One paper accepted to FGCS.
  • One paper accepted to IEEE TIFS.
  • One paper accepted to IEEE TMM.
  • One paper accepted to IEEE HPCC.
  • One paper accepted to IEEE TIP.
  • One paper accepted to IJCAI.
  • One paper accepted to PR.
  • One paper accepted to JVCI.
  • One paper accepted to IEEE SPL.
  • One paper accepted to IEEE ICVRV, and selected for Oral presentation.
  • One paper accepted to IEEE TMM.
  • One paper accepted to IEEE TCSVT.
  • One paper accepted to IEEE TCSVT.
  • One paper accepted to IEEE ICIP, and selected for Oral presentation.
  • One paper accepted to JIG.
  • I pass my Ph.D. defense.

Experiences

Jul, 2024 - Now
Postdoc @ JUFE
May, 2023 - Jun, 2024
Visiting Student @ CityUHK
Supervisor: Prof. Shiqi Wang
Sep, 2019 - Dec, 2019
Research Intern @ Alibaba Cloud
Supervisor: Dr. Binbin Chen

Publications ( / )

Distributed Cache Optimization for Metaverse Scenarios Under 3D Gaussian Splatting Rendering
Zheng Wan, Shenglu Zhao, Yifeng Tan, Xiaogang Dong, Xuelin Liu
FGCS 2025
[Paper]
FakeBench: Probing Explainable Fake Image Detection via Large Multimodal Models
Yixuan Li, Xuelin Liu, Xiaoyang Wang, Bu Sung Lee, Shiqi Wang, Anderson Rocha, Weisi Lin
IEEE TIFS 2025
[Paper] [Code]
Distributed Two-Tier Cache Optimization in Metaverse Scenarios Combining MADDPG and GCN
Zheng Wan, Shenglu Zhao, Xiaogang Dong, Xuelin Liu, Yifeng Tan, Yuming Fang
IEEE TMM 2025
[Paper]
Perceptual Quality Assessment of 360° Images Based on Generative Scanpath Representation
Xiangjie Sui, Hanwei Zhu, Xuelin Liu, Yuming Fang, Shiqi Wang, Zhou Wang
IEEE TIP 2025
[Paper] [Code]
Opinion-Unaware Blind Stereoscopic Image Quality Assessment: A Comprehensive Study
Jiebin Yan, Yuming Fang, Xuelin Liu, Wenhui Jiang, Yang Liu
PR 2025
[Paper]
Deep Opinion-Unaware Blind Image Quality Assessment by Learning and Adapting from Multiple Annotators
Zhihua Wang*, Xuelin Liu*, Jiebin Yan, Jie Wen, Wei Wang, Chao Huang
IJCAI 2025 Oral
[Paper]
Opinion-Unaware Blind Quality Assessment of AI-Generated Omnidirectional Images Based on Deep Feature Statistics
Xuelin Liu, Jiebin Yan, Yuming Fang, Jingwen Hou
JVCI 2025
[Paper]
Viewport-Independent Blind Quality Assessment of AI-Generated Omnidirectional Images via Vision-Language Correspondence
Xuelin Liu, Jiebin Yan, Chenyi Lai, Yang Li, Yuming Fang
IEEE SPL 2025
[Paper]
Subjective and Objective Quality Assessment of Non-Uniformly Distorted Omnidirectional Images
Jiebin Yan, Jiale Rao, Xuelin Liu, Yuming Fang, Yifan Zuo, Weide Liu
IEEE TMM 2025
[Paper]
GCN and MADDPG-Based Two-Tier Distributed Cache Optimization for Metaverse Scenarios
Shenglu Zhao, Zheng Wan, Xuelin Liu, Xiaogang Dong, Yifeng Tan, Yuming Fang
IEEE HPCC 2025 Oral
[Paper]
Video Quality Assessment for Online Processing: From Spatial to Temporal Sampling
Jiebin Yan, Lei Wu, Yuming Fang, Xuelin Liu, Xue Xia, Weide Liu
IEEE TCSVT 2024
[Paper]
2AFC Prompting of Large Multimodal Models for Image Quality Assessment
Hanwei Zhu, Xiangjie Sui, Baoliang Chen, Xuelin Liu, Peilin Chen, Yuming Fang, Shiqi Wang
IEEE TCSVT 2024
[Paper] [Code]
Viewport-Independent and Deformation-Unaware No-Reference Omnidirectional Image Quality Assessment
Jiebin Yan, Ziwen Tan, Kangchen Wu, Xuelin Liu, Yuming Fang
JIG 2024
[Paper]
Perceptual Quality Assessment of Omnidirectional Images: A Benchmark and Computational Model
Xuelin Liu, Jiebin Yan, Liping Huang, Yuming Fang, Zheng Wan, Yang Liu
ACM TOMM 2024
[Paper]
Quality of Experience of Viewport Adaptive Omnidirectional Video Streaming
Xuelin Liu, Haoyun Zhang, Jiebin Yan, Hao Zhang, Yuming, Fang, Shiqi Wang
IEEE ICIP 2024 Oral
[Paper]
Blind Quality Assessment of Panoramic Images Based on Multiple Viewport Sequences
Xuelin Liu, Jiebin Yan, Zheng Wan, Yuming Fang, Hantao Liu
IEEE ISCAS 2024 Poster
[Paper]
EBi360: An Edge-Assisted Viewport Prediction Method for 360° Video Based on BiLSTM
Zheng Wan, Yueqin Hu, Yu Zhou, Xuelin Liu, Shenglu Zhao
IEEE ICVRV 2024 Oral
[Paper]
A Quality-of-Experience Database for Adaptive Omnidirectional Video Streaming
Xuelin Liu, Jiebin Yan, Zheng Wan, Yuming Fang, Zhou Wang
IEEE JSTSP 2023
[Paper]
A Survey on Recent Advances in Video Quality Assessment
Jiebin Yan, Yuming Fang, Xuelin Liu, Yiru Yao, Xiangjie Sui
CJC 2023
[Paper]
Collaborative Edge Caching for Panoramic Video Streaming
Zheng Wan, Mingyang Ma, Xuelin Liu
IEEE IPCCC 2023 Oral
[Paper]
The Review of Distortion-Related Image Quality Assessment
Jiebin Yan, Yuming Fang, Xuelin Liu
JIG 2022
[Paper]
Perceptual Quality Assessment of Omnidirectional Images
Yuming Fang, Liping Huang, Jiebin Yan, Xuelin Liu, Yang Liu
AAAI 2022 Oral
[Paper]
Evaluating the Robustness of Depth Image Super-Resolution Models
Dengxiang Wang, Jiebin Yan, Xuelin Liu, Yifan Zuo
IEEE MMSP 2022 Oral
[Paper]
Progress in No-Reference Image Quality Assessment
Yuming Fang, Xiangjie Sui, Jiebin Yan, Xuelin Liu, Liping Huang
JIG 2021
[Paper]
Blind Quality Assessment for Tone-Mapped Images Based on Local and Global Features
Xuelin Liu, Yuming Fang, Rengang Du, Yifan Zuo, Wenying Wen
INS 2020
[Paper]
Learning a No-Reference Quality Predictor of Stereoscopic Images by Visual Binocular Properties
Yuming Fang, Jiebin Yan, Jiheng Wang, Xuelin Liu, Guantao Zhai, Patrick Le Callet
IEEE Access 2019
[Paper]
Stereoscopic Image Quality Assessment by Deep Convolutional Neural Network
Yuming Fang, Jiebin Yan, Xuelin Liu, Jiheng Wang
JVCI 2019
[Paper]
Blind Image Quality Assessment by Learning from Multiple Annotators
Kede Ma, Xuelin Liu, Yuming Fang, Eero P. Simoncelli
IEEE ICIP 2019 Oral
[Paper]

Selected Honors & Awards

Academic Services

Conference Reviewer:
IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
International Conference on Computer Vision (ICCV)
European Conference on Computer Vision (ECCV)
International Joint Conference on Artificial Intelligence (IJCAI)
IEEE International Conference on Multimedia and Expo (ICME)
IEEE International Conference on Image Processing (ICIP)
International Conference on Pattern Recognition (ICPR)
Chinese Conference on Pattern Recognition and Computer Vision (PRCV)
Picture Coding Symposium (PCS)
Journal Reviewer:
IEEE Transactions on Image Processing (TIP)
IEEE Transactions on Multimedia (TMM)
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
Neurocomputing
Scientific Reports (SR)
The Visual Computer (TVC)
Multimedia Systems (MS)
Top