Research
My main interest lies in image/video processing, including:
Image/Video Quality Assessment
Perceptual Optimization
Unified Quality Assessment of In-the-Wild Videos with Mixed Datasets Training
Dingquan Li ,
Tingting Jiang ,
Ming Jiang
Accepted by International Journal of Computer Vision (IJCV) Special Issue on Computer Vision in the Wild , 2020.   (SCI JCR Q1, IF=5.698; CCF A)
code
22
7
/
bibtex
A mixed datasets training strategy for training a single unified VQA model with multiple datasets
Which Has Better Visual Quality: The Clear Blue Sky or a Blurry Animal?
Dingquan Li ,
Tingting Jiang ,
Weisi Lin ,
Ming Jiang
IEEE Transactions on Multimedia (TMM) , 2019   (SCI JCR Q1, IF=5.452; CCF B)
slides /
code
45
12 /
bibtex
Most conventional objective metrics prefer blurry animals (relatively complex visual content) over clear the blue sky (simple content), contradicting with human perception: content-aware features help ...
Norm-in-Norm Loss with Faster Convergence and Better Performance for Image Quality Assessment
Dingquan Li ,
Tingting Jiang ,
Ming Jiang
ACM International Conference on Multimedia (MM) , 2020   (Oral, CCF A)
video /
poster /
code
24
6
/
bibtex
Normalization-embedded loss is conducive to the faster convergence and better performance of the IQA model.
Quality Assessment of In-the-Wild Videos
Dingquan Li ,
Tingting Jiang ,
Ming Jiang
ACM International Conference on Multimedia (MM) , 2019   (Oral, CCF A)
slides /
poster /
code
98
22 /
bibtex
Content dependency and temporal-memory effects of HVS are considered in the design of NR-VQA models.
Exploiting High-Level Semantics for No-Reference Image Quality Assessment of Realistic Blur Images
Dingquan Li ,
Tingting Jiang ,
Ming Jiang
ACM International Conference on Multimedia (MM) , 2017   (CCF A)
slides /
poster /
code
45
12 /
bibtex
High-level semantic features extracted from pre-trained image classification models help NR-IQA.
Blur-Specific No-Reference Image Quality Assessment: A Classification and Review of Representative Methods
Dingquan Li ,
Tingting Jiang
Proceedings of the International Conference on Sensing and Imaging , 2019   (Invited Chapter)
bibtex
Recent Advances and Challenges in Video Quality Assessment
Dingquan Li ,
Tingting Jiang ,
Ming Jiang
ZTE Communications , 2019   (Invited Paper)
bibtex
Quality Assessment for Tone-Mapped HDR Images Using Multi-Scale and Multi-Layer Information
Qin He ,
Dingquan Li ,
Tingting Jiang ,
Ming Jiang
IEEE International Conference on Multimedia & Expo Workshop (ICMEw) , 2018  
code /
bibtex
Reviewer for TIP, TMM, TCSVT, IJCAI, etc.
Secondary Reviewer for CVPR, ICCV, AAAI, ACM MM, etc.