![Wei Zhou BEng, PhD, SMIEEE, FHEA](https://profiles-cardiff.imgix.net/attachments/6258?w=200&h=200&auto=format&crop=faces&fit=crop&q=90")
Dr Wei Zhou
(Ask me my pronouns)
BEng, PhD, SMIEEE, FHEA
- Available for postgraduate supervision
Teams and roles for Wei Zhou
Lecturer in Intelligent Visual Computing
Overview
I am currently an Assistant Professor (Lecturer) in the School of Computer Science and Informatics, and a member of the Visual Computing research group. I am also a committee member of British Standards Institution and EPSRC Peer Review College. I serve as Chair for the Elections Committee of IEEE UK and Ireland SPS Chapter. I was a Postdoctoral Fellow at University of Waterloo, Canada. I received the Ph.D. degree from University of Science and Technology of China in 2021, joint with University of Waterloo from 2019 to 2021. I used to be a visiting professor in the School of AI at Dalian University of Technology; a visiting scholar in National Institute of Informatics, Japan; a research assistant with Intel; a research intern with Microsoft Research and Alibaba Group (both with outstanding awards). I am a Senior Member of IEEE, having affiliations with IEEE Circuits and Systems Society, IEEE Signal Processing Society, and IEEE Computational Intelligence Society. I was named in the 2024 edition of the Stanford University list of World Top 2% Scientists. I am a Fellow of the Higher Education Academy (FHEA).
My research interests span multimedia computing, perceptual image processing, and computational vision. In recent years, I have published over 100 refereed papers in these areas, including those published in prestigious journals and international conferences. My research has achieved real-world impact on the development of low-level vision techniques at Alibaba Cloud. I received IEEE CASS VSPC Rising Star Honorable Mention Award (the first recipient in IQA research field worldwide) in 2024, ACM SIGMM China Outstanding Doctoral Dissertation Award (1st nationwide) in 2022, and Grand Challenge Winner Award (1st place) in CVPR CLIC 2021.
Please visit my personal website for more details.
Representative publications
- Perceptual Quality Optimization of Image Super-Resolution
Wei Zhou, Y Li, H Amirpour, X Hao, J Liu, P Wang, H Liu
IEEE International Conference on Acoustics, Speech, and Signal Processing, 2026 - Quality of Multimedia Experience Meets Machine Intelligence
Wei Zhou, H Amirpour, T Hossfeld
ACM SIGMultimedia Records, 2026 - Perceptual Visual Assessment in Multimedia Communication
Wei Zhou, H Amirpour
ACM International Conference on Multimedia, 2025 - MCHM25: Multimedia Computing for Health and Medicine
Wei Zhou, H Amirpour, L Yu, J Han, R Hong, PL Rosin
ACM International Conference on Multimedia, 2025 - Perceptual Depth Quality Assessment of Stereoscopic Omnidirectional Images
Wei Zhou, Z Wang
IEEE Transactions on Circuits and Systems for Video Technology, 2024 | [The first perceptual depth quality measure for stereoscopic VR] - Blind Quality Assessment of Dense 3D Point Clouds with Structure Guided Resampling
Wei Zhou, Q Yang, W Chen, Q Jiang, G Zhai, W Lin
ACM Transactions on Multimedia Computing, Communications, and Applications, 2024 | [The useful tool to evaluate the perceptual quality of point clouds without reference] - Dehazed Image Quality Evaluation: From Partial Discrepancy to Blind Perception
Wei Zhou, R Zhang, L Li, G Yue, J Gong, H Chen, H Liu
IEEE Transactions on Intelligent Vehicles, 2024 | [The first RR/NR metric for dehazed images, testing on synthetic, real-world, and automotive imagery data, and can be applied to image dehazing] - Reduced-Reference Quality Assessment of Point Clouds via Content-Oriented Saliency Projection
Wei Zhou, G Yue, R Zhang, Y Qin, H Liu
IEEE Signal Processing Letters, 2023 | [The first image-based RR metric for 3D point clouds] - Blind Omnidirectional Image Quality Assessment: Integrating Local Statistics and Global Semantics
Wei Zhou, Z Wang
IEEE International Conference on Image Processing, 2023 - Quality Assessment of Image Super-Resolution: Balancing Deterministic and Statistical Fidelity
Wei Zhou, Z Wang
ACM International Conference on Multimedia, 2022 | [The first work looks at the reconstructed quality of image super-resolution in a 2D fidelity space] - A Brief Survey on Adaptive Video Streaming Quality Assessment
Wei Zhou, X Min, H Li, Q Jiang
Journal of Visual Communication and Image Representation, 2022 - No-Reference Quality Assessment for 360-degree Images by Analysis of Multifrequency Information and Local-global Naturalness
Wei Zhou, J Xu, Q Jiang, Z Chen
IEEE Transactions on Circuits and Systems for Video Technology, 2021 | [The first natural scene statistics algorithm for VR quality assessment] - Image Super-Resolution Quality Assessment: Structural Fidelity Versus Statistical Naturalness
Wei Zhou, Z Wang, Z ChenIEEE International Conference on Quality of Multimedia Experience, 2021 (Invited paper)
- Deep Multi-Scale Features Learning for Distorted Image Quality Assessment
Wei Zhou, Z ChenIEEE International Symposium on Circuits and Systems, 2021
- Tensor Oriented No-Reference Light Field Image Quality Assessment
Wei Zhou, L Shi, Z Chen, J Zhang
IEEE Transactions on Image Processing, 2020 | [The first work explores tensor theory for evaluating light field image quality] - Blind Quality Assessment for Image Superresolution Using Deep Two-Stream Convolutional Networks
Wei Zhou, Q Jiang, Y Wang, Z Chen, W Li
Information Sciences, 2020 - Deep Local and Global Spatiotemporal Feature Aggregation for Blind Video Quality Assessment
Wei Zhou, Z Chen
IEEE International Conference on Visual Communications and Image Processing, 2020 - Dual-Stream Interactive Networks for No-Reference Stereoscopic Image Quality Assessment
Wei Zhou, Z Chen, W Li
IEEE Transactions on Image Processing, 2019 | [The first deep learning-based stereoscopic image quality prediction work considers the hierarchical dual-stream interactive nature of the human visual system] - Stereoscopic Video Quality Prediction Based on End-to-End Dual Stream Deep Neural Networks
Wei Zhou, Z Chen, W Li
Pacific-Rim Conference on Multimedia, 2018
Academic leadership
Associate Editor, IEEE Transactions on Neural Networks and Learning Systems, 2024-present
Associate Editor, ACM Transactions on Multimedia Computing, Communications, and Applications, 2025-present
Associate Editor, Pattern Recognition, 2024-present
If you are interested in working with me, please send me an email. Note that only matched students will be responded.
Publication
2026
- Ni, Y. et al., 2026. Affine modulation-based audiogram fusion network for joint noise reduction and hearing loss compensation. Information Fusion: An International Journal on Multi-Sensor, Multi-Source Information Fusion 127 (A) 103726. (10.1016/j.inffus.2025.103726)
- Yang, D. et al., 2026. MedAide: information fusion and anatomy of medical intents via LLM-based agent collaboration. Information Fusion: An International Journal on Multi-Sensor, Multi-Source Information Fusion 127 (Part A) 103743. (10.1016/j.inffus.2025.103743)
- Li, J. et al., 2026. SearchExpert: A GenAI-driven framework for reasoning-intensive multimedia information fusion through fine-tuning and reinforcement learning. Information Fusion: An International Journal on Multi-Sensor, Multi-Source Information Fusion 126 (Part B) 103665. (10.1016/j.inffus.2025.103665)
- Wang, H. et al., 2026. KSIQA: A knowledge-sharing model for no-reference image quality assessment. IEEE Transactions on Neural Networks and Learning Systems (10.1109/tnnls.2026.3656757)
- Yuan, H. et al., 2026. DWCL: Dual-weighted contrastive learning for robust multi-view clustering. Engineering Applications of Artificial Intelligence 165 (PartB) 113532. (10.1016/j.engappai.2025.113532)
- Liu, W. et al., 2026. Exploiting independent query information for few-shot image segmentation. Displays 91 103179. (10.1016/j.displa.2025.103179)
- Yu, Q. et al., 2026. StealthMark: Harmless and stealthy ownership verification for medical segmentation via uncertainty-guided backdoors. IEEE Transactions on Image Processing 35 , pp.1290-1304. (10.1109/tip.2026.3655563)
- Yu, L. et al., 2026. DVLTA-VQA: Decoupled vision-language modeling with text-guided adaptation for blind video quality assessment. IEEE Transactions on Circuits and Systems for Video Technology (10.1109/tcsvt.2026.3657415)
- Liu, J. et al., 2026. Self-supervised unfolding network with shared reflectance learning for low-light image enhancement. IEEE Transactions on Image Processing 35 , pp.800-815. (10.1109/tip.2026.3652021)
- Li, H. et al., 2026. EHIN: Early-aware hierarchical interaction network for weakly-supervised referring image segmentation. Neurocomputing 659 131764. (10.1016/j.neucom.2025.131764)
- Xue, J. et al., 2026. Towards comprehensive interactive change understanding in remote sensing: A large-scale dataset and dual-granularity enhanced VLM. IEEE Transactions on Geoscience and Remote Sensing (10.1109/tgrs.2025.3650151)
- Li, Y. et al., 2026. Temporal inconsistency guidance for super-resolution video quality assessment. Presented at: The 40th Annual AAAI Conference on Artificial Intelligence Singapore 20-27 January 2026.
2025
- Li, Y. et al., 2025. Unlocking implicit motion for evaluating image complexity. Displays 90 103131. (10.1016/j.displa.2025.103131)
- Li, Y. et al., 2025. Perception-oriented bidirectional attention network for image super-resolution quality assessment. IEEE Transactions on Image Processing 34 , pp.7728-7743. (10.1109/tip.2025.3633145)
- Wang, R. et al., 2025. Multi-view residual spatio-temporal topology adaptive graph convolutional network for urban road traffic accident prediction with multi-source risks. Array 28 100617. (10.1016/j.array.2025.100617)
- Zhang, Z. et al., 2025. Large multimodal models evaluation: a survey. SCIENCE CHINA Information Sciences 68 221301. (10.1007/s11432-025-4676-4)
- Yang, Y. et al., 2025. Expressive human volumetric video generation with rich text. IEEE Transactions on Circuits and Systems for Video Technology (10.1109/tcsvt.2025.3628996)
- Liu, W. et al., 2025. Integrating large foundation models into multimodal named entity recognition with evidential fusion. Neurocomputing 652 131015. (10.1016/j.neucom.2025.131015)
- Li, X. et al., 2025. MSPoint-Gait: Multi-Scale Point cloud analysis for 3D gait recognition via cross-modal learning. Presented at: 2025 IEEE International Conference on Multimedia and Expo (ICME) Nantes, France 30 June - 4 July 2025. 2025 IEEE International Conference on Multimedia and Expo (ICME). IEEE. , pp.1-6. (10.1109/icme59968.2025.11209453)
- Ma, Y. et al., 2025. Analysing and predicting radiologists’ expertise using eye-tracking data: Insights for diagnostic decision-making. Presented at: 2025 IEEE International Conference on Multimedia and Expo (ICME) Nantes, France 30 June - 4 July 2025. IEEE. , pp.1-6. (10.1109/icme59968.2025.11209585)
- Yang, Y. et al., 2025. MCSMoG: Multi-Conditional Diffusion for stylized motion generation with parametric control. Presented at: 2025 IEEE International Conference on Multimedia and Expo (ICME) Nantes, France 30 June 2025 - 4 July 2025. 2025 IEEE International Conference on Multimedia and Expo (ICME). IEEE. , pp.1-6. (10.1109/icme59968.2025.11209286)
- Gao, C. et al., 2025. Compressed feature quality assessment: Dataset and baselines. Presented at: MM '25: The 33rd ACM International Conference on Multimedia Dublin, Ireland 27-31 October 2025. MM '25: Proceedings of the 33rd ACM International Conference on Multimedia. ACM. , pp.13450-13456. (10.1145/3746027.3758309)
- Gao, L. et al., 2025. EEmo-Bench: A benchmark for multi-modal large language models on image evoked emotion assessment. Presented at: MM '25: The 33rd ACM International Conference on Multimedia Dublin, Ireland 27-31 October 2025. MM '25: Proceedings of the 33rd ACM International Conference on Multimedia. ACM. , pp.7064-7073. (10.1145/3746027.3755777)
- Ghanbari, M. et al., 2025. SDART: spatial dart AR simulation with hand-tracked input. Presented at: MM '25: The 33rd ACM International Conference on Multimedia Dublin, Ireland 27-31 October 2025. MM '25: Proceedings of the 33rd ACM International Conference on Multimedia. New York, NY, United States: ACM. , pp.13543-13545. (10.1145/3746027.3754484)
- Meng, Y. et al., 2025. VideoForest: Person-anchored hierarchical reasoning for cross-video question answering. Presented at: MM '25: The 33rd ACM International Conference on Multimedia Dublin, Ireland 27-31 October 2025. MM '25: Proceedings of the 33rd ACM International Conference on Multimedia. ACM. , pp.836-845. (10.1145/3746027.3754573)
- Miao, C. et al., 2025. MFFI: Multi-dimensional Face Forgery Image dataset for real-world scenarios. Presented at: MM '25: The 33rd ACM International Conference on Multimedia Dublin, Ireland 27-31 October 2025. MM '25: Proceedings of the 33rd ACM International Conference on Multimedia. ACM. , pp.13235-13242. (10.1145/3746027.3758280)
- Wang, P. et al., 2025. A spatial relationship aware dataset for robotics. Presented at: MM '25: The 33rd ACM International Conference on Multimedia Dublin, Ireland 27-31 October 2025. MM '25: Proceedings of the 33rd ACM International Conference on Multimedia. ACM. , pp.13332-13338. (10.1145/3746027.3758293)
- Zhou, W. and Amirpour, H. 2025. Perceptual visual quality assessment in multimedia communication. Presented at: MM '25: The 33rd ACM International Conference on Multimedia Dublin, Ireland 27-31 October 2025. MM '25: Proceedings of the 33rd ACM International Conference on Multimedia. ACM. , pp.14340-14341. (10.1145/3746027.3759205)
- Gholami, A. et al., 2025. Perceptual quality assessment of spatial videos on Apple Vision Pro. Presented at: MM '25:The 33rd ACM International Conference on Multimedia Dublin, Ireland 31 October 2025. IXR '25: Proceedings of the 3rd International Workshop on Interactive eXtended Reality. Dublin: ACM. , pp.20-28. (10.1145/3746269.3760422)
- Li, X. et al., 2025. DepthGait: Multi-scale cross-level feature fusion of RGB-derived depth and silhouette sequences for robust gait recognition. Presented at: MM '25:The 33rd ACM International Conference on Multimedia Dublin, Ireland 31 October 2025. IXR '25: Proceedings of the 3rd International Workshop on Interactive eXtended Reality. Dublin: ACM. , pp.2333-2341. (10.1145/3746027.3755876)
- Wang, Z. et al., 2025. Evaluating perceptual color preferences in smartphone photography: dataset and challenges. Presented at: MM '25:The 33rd ACM International Conference on Multimedia Dublin, Ireland 31 October 2025. IXR '25: Proceedings of the 3rd International Workshop on Interactive eXtended Reality. Dublin: ACM. , pp.12844-12850. (10.1145/3746027.3758227)
- Zou, M. et al., 2025. PhysLab: A benchmark dataset for multi-granularity visual parsing of physics experiments. Presented at: MM '25:The 33rd ACM International Conference on Multimedia Dublin, Ireland 31 October 2025. IXR '25: Proceedings of the 3rd International Workshop on Interactive eXtended Reality. Dublin: ACM. , pp.12799-12806. (10.1145/3746027.3758221)
- Yao, X. et al., 2025. AMLPF-CLIP: Adaptive prompting and distilled learning for imbalanced histopathological image classification. IEEE Journal of Biomedical and Health Informatics (10.1109/jbhi.2025.3619343)
- Ju, Y. et al., 2025. Photometric regularization for 3D gaussian splatting in multi-view surface projection. IEEE Journal of Selected Topics in Signal Processing (10.1109/jstsp.2025.3617861)
- Zeng, Y. et al., 2025. CLIP-DQA V2: Exploring CLIP for dehazed image quality assessment from a fragment-level perspective. IEEE Signal Processing Letters 32 , pp.3829-3833. (10.1109/lsp.2025.3615082)
- Amirpour, H. et al., 2025. VQM4HAS: A real-time quality metric for HEVC videos in HTTP Adaptive Streaming. IEEE Transactions on Multimedia 27 , pp.9619-9631. (10.1109/tmm.2025.3613110)
- Yu, Q. et al., 2025. Parameterized diffusion optimization enabled autoregressive ordinal regression for diabetic retinopathy grading. Presented at: MICCAI 2025 Daejeon, Republic of Korea 23-27 September 2025. Published in: Gee, J. C. et al., Proceedings Medical Image Computing and Computer Assisted Intervention. Lecture Notes in Computer Science. Vol. 15974.Switzerland: Springer Nature. , pp.450-460. (10.1007/978-3-032-05182-0_44)
- Hao, X. et al., 2025. DADA++: Dual Alignment Domain Adaptation for unsupervised video-text retrieval. ACM Transactions on Multimedia Computing, Communications and Applications (10.1145/3759252)
- Liu, J. et al. 2025. Adaptive spatiotemporal graph transformer network for action quality assessment. IEEE Transactions on Circuits and Systems for Video Technology 35 (7), pp.6628-6639. (10.1109/TCSVT.2025.3541456)
- Luo, Y. et al., 2025. Multi-attribute continual learning for blind image quality assessment. Presented at: IEEE International Symposium on Circuits and Systems (ISCAS) London 25-28 May 2025. 2025 IEEE International Symposium on Circuits and Systems (ISCAS). IEEE(10.1109/iscas56072.2025.11043383)
- Zeng, Y. et al., 2025. CLIP-DQA: Blindly evaluating dehazed images from global and local perspectives using CLIP. Presented at: IEEE International Symposium on Circuits and Systems London, UK 25-28 May 2025. 2025 IEEE International Symposium on Circuits and Systems (ISCAS). IEEE. (10.1109/iscas56072.2025.11043366)
- Chen, W. et al., 2025. No-reference point cloud quality assessment via graph convolutional network. IEEE Transactions on Multimedia 27 , pp.2489-2502. (10.1109/TMM.2024.3521845)
- Luo, Y. et al., 2025. Unsupervised low-light image enhancement with self-paced learning. IEEE Transactions on Multimedia 27 , pp.1808-1820. (10.1109/TMM.2024.3521752)
- Guanghui, Y. et al., 2025. Subjective and objective quality assessment of colonoscopy videos. IEEE Transactions on Medical Imaging 44 (2), pp.841-854. (10.1109/TMI.2024.3461737)
- Liu, W. et al., 2025. Physically-guided open vocabulary segmentation with weighted patched alignment loss. Neurocomputing 614 128788. (10.1016/j.neucom.2024.128788)
2024
- Zhou, W. and Wang, Z. 2024. Perceptual depth quality assessment of stereoscopic omnidirectional images. IEEE Transactions on Circuits and Systems for Video Technology 34 (12), pp.13452-13462. (10.1109/TCSVT.2024.3449696)
- Zhang, R. et al., 2024. Similarities between wheels and tracks: A "tire model" for tracked vehicles. IEEE Transactions on Vehicular Technology 73 (11), pp.16416-16431. (10.1109/TVT.2024.3421285)
- Zhang, X. et al., 2024. Neural image re-exposure. Computer Vision and Image Understanding 248 104094. (10.1016/j.cviu.2024.104094)
- Chen, W. et al., 2024. Dynamic hypergraph convolutional network for no-reference point cloud quality assessment. IEEE Transactions on Circuits and Systems for Video Technology 34 (10), pp.10479-10493. (10.1109/TCSVT.2024.3410052)
- Wang, H. et al. 2024. Blind image quality assessment via adaptive graph attention. IEEE Transactions on Circuits and Systems for Video Technology 34 (10), pp.10299-10309. (10.1109/TCSVT.2024.3405789)
- Li, Y. et al., 2024. Deep bi-directional attention network for image super-resolution quality assessment. Presented at: IEEE International Conference on Multimedia and Expo (ICME) Niagra Falls, Canada 15-19 July 2024. 2024 IEEE International Conference on Multimedia and Expo (ICME). IEEE. , pp.1-6. (10.1109/ICME57554.2024.10687430)
- Zhou, T. et al., 2024. Adaptive mixed-scale feature fusion network for blind AI-generated image quality assessment. IEEE Transactions on Broadcasting 70 (3), pp.833-843. (10.1109/TBC.2024.3391060)
- Xu, J. et al., 2024. LISD: An efficient multi-task learning framework for LiDAR segmentation and detection. Presented at: IEEE International Conference on Image Processing (ICIP) Abu Dhabi, United Arab Emirates 27-30 October 2024. Proceedings of International Conference on Image Processing. IEEE. , pp.3341-3347. (10.1109/ICIP51287.2024.10647535)
- Zhou, W. et al. 2024. Blind quality assessment of dense 3D point clouds with structure guided resampling. ACM Transactions on Multimedia Computing, Communications and Applications 20 (8)(10.1145/3664199)
- Shafiee Sarvestani, A. , Zhou, W. and Wang, Z. 2024. Perceptual crack detection for rendered 3D textured meshes. Presented at: IEEE International Conference on Quality of Multimedia Experience (QoMEX) Karlshamn, Sweden 18 - 20 June 2024. Proceedings of 16th International Conference on Quality of Multimedia Experience (QoMEX). IEEE. , pp.1-7. (10.1109/QoMEX61742.2024.10598253)
- Yan, W. et al., 2024. FVIFormer: flow-guided global-local aggregation transformer network for video inpainting. IEEE Journal of Emerging and Selected Topics in Circuits and Systems 14 (2), pp.235-244. (10.1109/JETCAS.2024.3392972)
- Yue, G. et al., 2024. Subjective and objective quality assessment of multi-attribute retouched face images. IEEE Transactions on Broadcasting 70 (2), pp.570-583. (10.1109/TBC.2024.3374043)
- Fu, J. et al., 2024. Vision-language consistency guided multi-modal prompt learning for blind AI generated image quality assessment. IEEE Signal Processing Letters 31 , pp.1820-1824. (10.1109/LSP.2024.3420083)
- Yue, G. et al., 2024. Dual-constraint coarse-to-fine network for camouflaged object detection. IEEE Transactions on Circuits and Systems for Video Technology 34 (5), pp.3286-3298. (10.1109/TCSVT.2023.3318672)
- Zhang, R. et al., 2024. A terramechanics-based dynamic model for motion control of unmanned tracked vehicles. IEEE Transactions on Intelligent Vehicles (10.1109/TIV.2024.3406582)
- Fu, J. , Zhou, W. and Chen, Z. 2024. Bayesian graph convolutional network for traffic prediction. Neurocomputing 582 127507. (10.1016/j.neucom.2024.127507)
- Yue, G. et al., 2024. Boundary refinement network for colorectal polyp segmentation in colonoscopy images. IEEE Signal Processing Letters 31 , pp.954-958. (10.1109/LSP.2024.3378106)
- Zhou, W. et al. 2024. Dehazed image quality evaluation: from partial discrepancy to blind perception. IEEE Transactions on Intelligent Vehicles 9 (2), pp.3843-3858. (10.1109/TIV.2024.3356055)
- Yi, X. , Jiang, Q. and Zhou, W. 2024. No-reference quality assessment of underwater image enhancement. Displays 81 102586. (10.1016/j.displa.2023.102586)
- Yue, G. et al., 2024. Subjective quality assessment of thermal infrared images. Presented at: IEEE International Conference on Image Processing (ICIP 2024) Abu Dhabi, United Arab Emirates 27-30 October 2024. Proceedings of International Conference on Image Processing. IEEE. , pp.1212-1217. (10.1109/ICIP51287.2024.10648145)
2023
- Yue, G. et al., 2023. Subjective quality assessment of enhanced retinal images. Presented at: International Conference on Image Processing Kuala Lumpur, Malaysia 8–11 October 2023. 2023 IEEE International Conference on Image Processing Proceedings. IEEE. , pp.3005-3009. (10.1109/ICIP49359.2023.10222541)
- Zhou, W. and Wang, Z. 2023. Blind omnidirectional image quality assessment: integrating local statistics and global semantics. Presented at: International Conference on Image Processing Kuala Lumpur, Malaysia 8–11 October 2023. 2023 IEEE International Conference on Image Processing Proceedings. IEEE. , pp.1405-1409. (10.1109/ICIP49359.2023.10222049)
- Zhou, W. et al. 2023. A brief survey on adaptive video streaming quality assessment. Journal of Visual Communication and Image Representation 86 103526. (10.1016/j.jvcir.2022.103526)
- Sun, S. et al., 2023. GraphIQA: Learning Distortion Graph Representations for Blind Image Quality Assessment. IEEE Transactions on Multimedia 25 , pp.2912-2925. (10.1109/TMM.2022.3152942)
- Liu, J. et al., 2023. LIQA: lifelong blind image quality assessment. IEEE Transactions on Multimedia 25 , pp.5358-5373. (10.1109/TMM.2022.3190700)
- Zhou, W. et al. 2023. Reduced-reference quality assessment of point clouds via content-oriented saliency projection. IEEE Signal Processing Letters 30 , pp.354-358. (10.1109/LSP.2023.3264105)
2022
- Fu, J. et al., 2022. Adaptive hypergraph convolutional network for no-reference 360-degree image quality assessment. Presented at: MM '22: The 30th ACM International Conference on Multimedia Lisboa Portugal 10-14 October 2022. MM '22: Proceedings of the 30th ACM International Conference on Multimedia. Association for Computing Machinery. , pp.961-969. (10.1145/3503161.3548337)
- Zhou, W. and Wang, Z. 2022. Quality assessment of image super-resolution: balancing deterministic and statistical fidelity. Presented at: MM '22: The 30th ACM International Conference on Multimedia Lisboa Portugal 10-14 October 2022. MM '22: Proceedings of the 30th ACM International Conference on Multimedia. Association for Computing Machiner. , pp.934-942. (10.1145/3503161.3547899)
- Xu, J. et al., 2022. Quality assessment of multi-exposure image fusion by synthesizing local and global intermediate references. Displays 74 102188. (10.1016/j.displa.2022.102188)
- Lu, Y. et al., 2022. RTN: Reinforced transformer network for coronary CT angiography vessel-level image quality assessment. Presented at: MICCAI 2022 18-22 September 2022. Medical Image Computing and Computer Assisted Intervention – MICCAI 2022.. Vol. 13431.Lecture Notes in Computer Science Cham. Switzerland: Springer. (10.1007/978-3-031-16431-6_61)
- Zhou, W. et al. 2022. No-reference quality assessment for 360-degree images by analysis of multifrequency information and local-global naturalness. IEEE Transactions on Circuits and Systems for Video Technology 32 (4), pp.1778-1791. (10.1109/TCSVT.2021.3081182)
- Huang, S. et al., 2022. Perceptual evaluation of pre-processing for video transcoding. Presented at: 2021 International Conference on Visual Communications and Image Processing (VCIP) Munich, Germany 5-8 December 2021. 2021 International Conference on Visual Communications and Image Processing (VCIP). IEEE. , pp.1-5. (10.1109/VCIP53242.2021.9675438)
- Fang, Y. et al., 2022. A Bayesian deep image prior downscaling approach for high-resolution soil moisture estimation. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15 , pp.4571 - 4582. (10.1109/JSTARS.2022.3177081)
2021
- Mao, S. et al., 2021. Mechanism and application of capacitive-coupled memristive behavior based on a biomaterial developed memristive device. ACS Applied Electronic Materials 3 (12), pp.5537-5547. (10.1021/acsaelm.1c00951)
- Ling, S. et al., 2021. Re-visiting discriminator for blind free-viewpoint image quality assessment. IEEE Transactions on Multimedia 23 , pp.4245-4258. (10.1109/TMM.2020.3038305)
- Xu, J. et al., 2021. Perceptual quality assessment of internet videos. Presented at: MM '21: 29th ACM International Conference on Multimedia Virtual Event China 20 - 24 October 2021. MM '21: Proceedings of the 29th ACM International Conference on Multimedia. Association for Computing Machinery. , pp.1248-1257. (10.1145/3474085.3475486)
- Peng, Y. et al., 2021. Multi-metric fusion network for image quality assessment. Presented at: Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) Nashville, TN, USA 19-25 June 2021. 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). IEEE. , pp.1857-1860. (10.1109/CVPRW53098.2021.00205)
- Zhou, W. , Wang, Z. and Chen, Z. 2021. Image super-resolution quality assessment: structural fidelity versus statistical naturalness. Presented at: 13th International Conference on Quality of Multimedia Experience (QoMEX) Montreal, QC, Canada 14-17 June 2021. 2021 13th International Conference on Quality of Multimedia Experience (QoMEX). IEEE. , pp.61-64. (10.1109/QoMEX51781.2021.9465479)
- Xu, J. , Zhou, W. and Chen, Z. 2021. Blind omnidirectional image quality assessment with viewport oriented graph convolutional networks. IEEE Transactions on Circuits and Systems for Video Technology 31 (5), pp.1724-1737. (10.1109/TCSVT.2020.3015186)
- Zhou, W. and Chen, Z. 2021. Deep multi-scale features learning for distorted image quality assessment. Presented at: International Symposium on Circuits and Systems (ISCAS) Daegu, Korea 22-28 May 2021. 2021 IEEE International Symposium on Circuits and Systems (ISCAS). IEEE. , pp.1-5. (10.1109/ISCAS51556.2021.9401285)
2020
- Zhou, W. and Chen, Z. 2020. Deep local and global spatiotemporal feature aggregation for blind video quality assessment. Presented at: 2020 IEEE International Conference on Visual Communications and Image Processing (VCIP) Macau 01-04 December 2020. 2020 IEEE International Conference on Visual Communications and Image Processing (VCIP). IEEE. (10.1109/VCIP49819.2020.9301764)
- Liu, J. et al., 2020. LIRA: Lifelong Image Restoration from Unknown Blended Distortions. Presented at: 16th European Conference on Computer Vision (ECCV 2020) Glasgow, Scotland 23-28 August 2020. Published in: Vedaldi, A. et al., Computer Vision – ECCV 2020. Lecture Notes in Computer Science Springer International Publishing. , pp.616-632. (10.1007/978-3-030-58523-5_36)
- Xu, J. et al., 2020. Binocular rivalry oriented predictive autoencoding network for blind stereoscopic image quality measurement. IEEE Transactions on Instrumentation and Measurement 70 5001413. (10.1109/TIM.2020.3026443)
- Jiang, Q. et al., 2020. A full-reference stereoscopic image quality measurement via hierarchical deep feature degradation fusion. IEEE Transactions on Instrumentation and Measurement 69 (12), pp.9784-9796. (10.1109/TIM.2020.3005111)
- Shi, L. et al., 2020. No-reference light field image quality assessment based on spatial-angular measurement. IEEE Transactions on Circuits and Systems for Video Technology 30 (11), pp.4114-4128. (10.1109/TCSVT.2019.2955011)
- Li, X. et al., 2020. Learning disentangled feature representation for hybrid-distorted image restoration. Presented at: 16th European Conference on Computer Vision (ECCV 2020) Glasgow, Scotland 23-28 August 2020. Published in: Vedaldi, A. et al., Computer Vision – ECCV 2020 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part XXIX. Lecture Notes in Computer Science Springer. , pp.313-329. (10.1007/978-3-030-58526-6_19)
- Zhou, W. et al. 2020. Blind quality assessment for image superresolution using deep two-stream convolutional networks. Information Sciences 528 , pp.205-218. (10.1016/j.ins.2020.04.030)
- Zhao, Y. et al., 2020. Infrared pedestrian detection with converted temperature map. Presented at: 2019 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC) Lanzhou 18-21 November 2019. 2019 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC). IEEE. (10.1109/APSIPAASC47483.2019.9023228)
- Zhou, W. et al. 2020. Tensor oriented no-reference light field image quality assessment. IEEE Transactions on Image Processing 29 , pp.4070-4084. (10.1109/TIP.2020.2969777)
- Chen, Z. et al., 2020. Stereoscopic omnidirectional image quality assessment based on predictive coding theory. IEEE Journal of Selected Topics in Signal Processing 14 (1), pp.103-117. (10.1109/JSTSP.2020.2968182)
- Luo, Z. et al., 2020. No-reference light field image quality assessment based on micro-lens image. Presented at: Picture Coding Symposium, PCS Ningbo, China 12-15 November 2019. 2019 Picture Coding Symposium (PCS). IEEE. , pp.1-5. (10.1109/PCS48520.2019.8954551)
- Xu, J. et al., 2020. Quality assessment of stereoscopic 360-degree images from multi-viewports. Presented at: Picture Coding Symposium, PCS Ningbo, China 12-15 November 2019. 2019 Picture Coding Symposium (PCS). IEEE. , pp.1-5. (10.1109/PCS48520.2019.8954555)
2019
- Jin, X. et al., 2019. Unsupervised single image deraining with self-supervised constraints. Presented at: 2019 IEEE International Conference on Image Processing Taipei, Taiwan 22-25 September 2019. 2019 IEEE International Conference on Image Processing. IEEE. , pp.2761-2765. (10.1109/ICIP.2019.8803238)
- Jin, X. et al., 2019. AI-GAN: signal de-interference via asynchronous interactive generative adversarial network. Presented at: 2019 IEEE International Conference on Multimedia & Expo Workshops (ICMEW) Shanghai 08-12 July 2019. 2019 IEEE International Conference on Multimedia & Expo Workshops (ICMEW). IEEE. (10.1109/ICMEW.2019.00046)
- Zhou, W. , Chen, Z. and Li, W. 2019. Dual-stream interactive networks for no-reference stereoscopic image quality assessment. IEEE Transactions on Image Processing 28 (8), pp.3946-3958. (10.1109/TIP.2019.2902831)
- Zhao, S. et al., 2019. How do you perceive differently from an AI - A database for semantic distortion measurement. Presented at: IEEE International Symposium on Circuits and Systems (ISCAS) Sapporo, Japan 26-29 May 2019. 2019 IEEE International Symposium on Circuits and Systems (ISCAS). IEEE. , pp.1-5. (10.1109/ISCAS.2019.8702774)
2018
- Jin, X. et al., 2018. Augmented coarse-to-fine video frame synthesis with semantic loss. Presented at: Pattern Recognition and Computer Vision, PRCV 2018 Guangzhou, China 23-26 November. Published in: Lai, J. et al., Pattern Recognition and Computer Vision, First Chinese Conference, PRCV 2018, Guangzhou, China, November 23-26, 2018, Proceedings, Part I. Lecture Notes in Computer Science Springer. , pp.439-452. (10.1007/978-3-030-03398-9_38)
- Xu, J. et al., 2018. Subjective quality assessment of stereoscopic omnidirectional image. Presented at: 19th Pacific-Rim Conference on Multimedia Hefei, China 21-22 Sept 2018. Published in: Hong, R. et al., Advances in Multimedia Information Processing – PCM 2018. Lecture Notes in Computer Science Vol. 11164. Springer. , pp.589-599. (10.1007/978-3-030-00776-8_54)
- Zhang, W. et al., 2018. None ghosting artifacts stitching based on depth map for light field image. Presented at: 19th Pacific-Rim Conference on Multimedia Hefei, China 21-22 Sept 2018. Published in: Hong, R. et al., Advances in Multimedia Information Processing – PCM 2018. Vol. 11164.Lecture Notes in Computer Science Springer. , pp.567-578. (10.1007/978-3-030-00776-8_52)
- Zhou, W. , Chen, Z. and Li, W. 2018. Stereoscopic video quality prediction based on end-to-end dual stream deep neural networks. Presented at: 19th Pacific-Rim Conference on Multimedia Hefei, China 21-22 Sept 2018. Published in: Hong, R. et al., Advances in Multimedia Information Processing – PCM 2018. Vol. 11166.Lecture Notes in Computer Science Springer. , pp.482-492. (10.1007/978-3-030-00764-5_44)
- Shi, L. et al., 2018. Perceptual evaluation of light field image. Presented at: 2018 25th IEEE International Conference on Image Processing (ICIP) Athens, Greece 07-10 October 2018. 2018 25th IEEE International Conference on Image Processing (ICIP). IEEE. , pp.41-45. (10.1109/ICIP.2018.8451077)
- Jin, X. et al., 2018. A decomposed dual-cross generative adversarial network for image rain removal. Presented at: British Machine Vision Conference 2018 Newcastle, UK 3-6 September 2018.
- Hu, Y. et al., 2018. SDM: Semantic distortion measurement for video encryption. Presented at: 13th IEEE International Conference on Automatic Face & Gesture Recognition Xi'an, China 15-19 May 2018. 2018 13th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2018). IEEE. , pp.764-768. (10.1109/FG.2018.00120)
- Zhou, Y. and Zhou, W. 2018. Visual comfort assessment for stereoscopic image retargeting. Presented at: IEEE International Symposium on Circuits and Systems (ISCAS) Florence, Italy 27-30 May 2018. 2018 IEEE International Symposium on Circuits and Systems (ISCAS). , pp.1-5. (10.1109/ISCAS.2018.8351198)
2017
- Chen, Z. , Zhou, W. and Li, W. 2017. Blind stereoscopic video quality assessment: from depth perception to overall experience. IEEE Transactions on Image Processing 27 (2), pp.721-734. (10.1109/TIP.2017.2766780)
2016
- Zhou, W. et al. 2016. 3D-HEVC visual quality assessment: database and bitstream model. Presented at: 8th International Conference on Quality of Multimedia Experience (QoMEX) Lisbon 6-8 June 2016. 2016 Eighth International Conference on Quality of Multimedia Experience (QoMEX). IEEE. , pp.1-6. (10.1109/QoMEX.2016.7498946)
Articles
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- Li, Y. et al., 2025. Perception-oriented bidirectional attention network for image super-resolution quality assessment. IEEE Transactions on Image Processing 34 , pp.7728-7743. (10.1109/tip.2025.3633145)
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- Guanghui, Y. et al., 2025. Subjective and objective quality assessment of colonoscopy videos. IEEE Transactions on Medical Imaging 44 (2), pp.841-854. (10.1109/TMI.2024.3461737)
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- Zhou, W. et al. 2024. Blind quality assessment of dense 3D point clouds with structure guided resampling. ACM Transactions on Multimedia Computing, Communications and Applications 20 (8)(10.1145/3664199)
- Yan, W. et al., 2024. FVIFormer: flow-guided global-local aggregation transformer network for video inpainting. IEEE Journal of Emerging and Selected Topics in Circuits and Systems 14 (2), pp.235-244. (10.1109/JETCAS.2024.3392972)
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- Jiang, Q. et al., 2020. A full-reference stereoscopic image quality measurement via hierarchical deep feature degradation fusion. IEEE Transactions on Instrumentation and Measurement 69 (12), pp.9784-9796. (10.1109/TIM.2020.3005111)
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- Chen, Z. et al., 2020. Stereoscopic omnidirectional image quality assessment based on predictive coding theory. IEEE Journal of Selected Topics in Signal Processing 14 (1), pp.103-117. (10.1109/JSTSP.2020.2968182)
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Conferences
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- Li, X. et al., 2025. MSPoint-Gait: Multi-Scale Point cloud analysis for 3D gait recognition via cross-modal learning. Presented at: 2025 IEEE International Conference on Multimedia and Expo (ICME) Nantes, France 30 June - 4 July 2025. 2025 IEEE International Conference on Multimedia and Expo (ICME). IEEE. , pp.1-6. (10.1109/icme59968.2025.11209453)
- Ma, Y. et al., 2025. Analysing and predicting radiologists’ expertise using eye-tracking data: Insights for diagnostic decision-making. Presented at: 2025 IEEE International Conference on Multimedia and Expo (ICME) Nantes, France 30 June - 4 July 2025. IEEE. , pp.1-6. (10.1109/icme59968.2025.11209585)
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- Gao, C. et al., 2025. Compressed feature quality assessment: Dataset and baselines. Presented at: MM '25: The 33rd ACM International Conference on Multimedia Dublin, Ireland 27-31 October 2025. MM '25: Proceedings of the 33rd ACM International Conference on Multimedia. ACM. , pp.13450-13456. (10.1145/3746027.3758309)
- Gao, L. et al., 2025. EEmo-Bench: A benchmark for multi-modal large language models on image evoked emotion assessment. Presented at: MM '25: The 33rd ACM International Conference on Multimedia Dublin, Ireland 27-31 October 2025. MM '25: Proceedings of the 33rd ACM International Conference on Multimedia. ACM. , pp.7064-7073. (10.1145/3746027.3755777)
- Ghanbari, M. et al., 2025. SDART: spatial dart AR simulation with hand-tracked input. Presented at: MM '25: The 33rd ACM International Conference on Multimedia Dublin, Ireland 27-31 October 2025. MM '25: Proceedings of the 33rd ACM International Conference on Multimedia. New York, NY, United States: ACM. , pp.13543-13545. (10.1145/3746027.3754484)
- Meng, Y. et al., 2025. VideoForest: Person-anchored hierarchical reasoning for cross-video question answering. Presented at: MM '25: The 33rd ACM International Conference on Multimedia Dublin, Ireland 27-31 October 2025. MM '25: Proceedings of the 33rd ACM International Conference on Multimedia. ACM. , pp.836-845. (10.1145/3746027.3754573)
- Miao, C. et al., 2025. MFFI: Multi-dimensional Face Forgery Image dataset for real-world scenarios. Presented at: MM '25: The 33rd ACM International Conference on Multimedia Dublin, Ireland 27-31 October 2025. MM '25: Proceedings of the 33rd ACM International Conference on Multimedia. ACM. , pp.13235-13242. (10.1145/3746027.3758280)
- Wang, P. et al., 2025. A spatial relationship aware dataset for robotics. Presented at: MM '25: The 33rd ACM International Conference on Multimedia Dublin, Ireland 27-31 October 2025. MM '25: Proceedings of the 33rd ACM International Conference on Multimedia. ACM. , pp.13332-13338. (10.1145/3746027.3758293)
- Zhou, W. and Amirpour, H. 2025. Perceptual visual quality assessment in multimedia communication. Presented at: MM '25: The 33rd ACM International Conference on Multimedia Dublin, Ireland 27-31 October 2025. MM '25: Proceedings of the 33rd ACM International Conference on Multimedia. ACM. , pp.14340-14341. (10.1145/3746027.3759205)
- Gholami, A. et al., 2025. Perceptual quality assessment of spatial videos on Apple Vision Pro. Presented at: MM '25:The 33rd ACM International Conference on Multimedia Dublin, Ireland 31 October 2025. IXR '25: Proceedings of the 3rd International Workshop on Interactive eXtended Reality. Dublin: ACM. , pp.20-28. (10.1145/3746269.3760422)
- Li, X. et al., 2025. DepthGait: Multi-scale cross-level feature fusion of RGB-derived depth and silhouette sequences for robust gait recognition. Presented at: MM '25:The 33rd ACM International Conference on Multimedia Dublin, Ireland 31 October 2025. IXR '25: Proceedings of the 3rd International Workshop on Interactive eXtended Reality. Dublin: ACM. , pp.2333-2341. (10.1145/3746027.3755876)
- Wang, Z. et al., 2025. Evaluating perceptual color preferences in smartphone photography: dataset and challenges. Presented at: MM '25:The 33rd ACM International Conference on Multimedia Dublin, Ireland 31 October 2025. IXR '25: Proceedings of the 3rd International Workshop on Interactive eXtended Reality. Dublin: ACM. , pp.12844-12850. (10.1145/3746027.3758227)
- Zou, M. et al., 2025. PhysLab: A benchmark dataset for multi-granularity visual parsing of physics experiments. Presented at: MM '25:The 33rd ACM International Conference on Multimedia Dublin, Ireland 31 October 2025. IXR '25: Proceedings of the 3rd International Workshop on Interactive eXtended Reality. Dublin: ACM. , pp.12799-12806. (10.1145/3746027.3758221)
- Yu, Q. et al., 2025. Parameterized diffusion optimization enabled autoregressive ordinal regression for diabetic retinopathy grading. Presented at: MICCAI 2025 Daejeon, Republic of Korea 23-27 September 2025. Published in: Gee, J. C. et al., Proceedings Medical Image Computing and Computer Assisted Intervention. Lecture Notes in Computer Science. Vol. 15974.Switzerland: Springer Nature. , pp.450-460. (10.1007/978-3-032-05182-0_44)
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- Zeng, Y. et al., 2025. CLIP-DQA: Blindly evaluating dehazed images from global and local perspectives using CLIP. Presented at: IEEE International Symposium on Circuits and Systems London, UK 25-28 May 2025. 2025 IEEE International Symposium on Circuits and Systems (ISCAS). IEEE. (10.1109/iscas56072.2025.11043366)
- Li, Y. et al., 2024. Deep bi-directional attention network for image super-resolution quality assessment. Presented at: IEEE International Conference on Multimedia and Expo (ICME) Niagra Falls, Canada 15-19 July 2024. 2024 IEEE International Conference on Multimedia and Expo (ICME). IEEE. , pp.1-6. (10.1109/ICME57554.2024.10687430)
- Xu, J. et al., 2024. LISD: An efficient multi-task learning framework for LiDAR segmentation and detection. Presented at: IEEE International Conference on Image Processing (ICIP) Abu Dhabi, United Arab Emirates 27-30 October 2024. Proceedings of International Conference on Image Processing. IEEE. , pp.3341-3347. (10.1109/ICIP51287.2024.10647535)
- Shafiee Sarvestani, A. , Zhou, W. and Wang, Z. 2024. Perceptual crack detection for rendered 3D textured meshes. Presented at: IEEE International Conference on Quality of Multimedia Experience (QoMEX) Karlshamn, Sweden 18 - 20 June 2024. Proceedings of 16th International Conference on Quality of Multimedia Experience (QoMEX). IEEE. , pp.1-7. (10.1109/QoMEX61742.2024.10598253)
- Yue, G. et al., 2024. Subjective quality assessment of thermal infrared images. Presented at: IEEE International Conference on Image Processing (ICIP 2024) Abu Dhabi, United Arab Emirates 27-30 October 2024. Proceedings of International Conference on Image Processing. IEEE. , pp.1212-1217. (10.1109/ICIP51287.2024.10648145)
- Yue, G. et al., 2023. Subjective quality assessment of enhanced retinal images. Presented at: International Conference on Image Processing Kuala Lumpur, Malaysia 8–11 October 2023. 2023 IEEE International Conference on Image Processing Proceedings. IEEE. , pp.3005-3009. (10.1109/ICIP49359.2023.10222541)
- Zhou, W. and Wang, Z. 2023. Blind omnidirectional image quality assessment: integrating local statistics and global semantics. Presented at: International Conference on Image Processing Kuala Lumpur, Malaysia 8–11 October 2023. 2023 IEEE International Conference on Image Processing Proceedings. IEEE. , pp.1405-1409. (10.1109/ICIP49359.2023.10222049)
- Fu, J. et al., 2022. Adaptive hypergraph convolutional network for no-reference 360-degree image quality assessment. Presented at: MM '22: The 30th ACM International Conference on Multimedia Lisboa Portugal 10-14 October 2022. MM '22: Proceedings of the 30th ACM International Conference on Multimedia. Association for Computing Machinery. , pp.961-969. (10.1145/3503161.3548337)
- Zhou, W. and Wang, Z. 2022. Quality assessment of image super-resolution: balancing deterministic and statistical fidelity. Presented at: MM '22: The 30th ACM International Conference on Multimedia Lisboa Portugal 10-14 October 2022. MM '22: Proceedings of the 30th ACM International Conference on Multimedia. Association for Computing Machiner. , pp.934-942. (10.1145/3503161.3547899)
- Lu, Y. et al., 2022. RTN: Reinforced transformer network for coronary CT angiography vessel-level image quality assessment. Presented at: MICCAI 2022 18-22 September 2022. Medical Image Computing and Computer Assisted Intervention – MICCAI 2022.. Vol. 13431.Lecture Notes in Computer Science Cham. Switzerland: Springer. (10.1007/978-3-031-16431-6_61)
- Huang, S. et al., 2022. Perceptual evaluation of pre-processing for video transcoding. Presented at: 2021 International Conference on Visual Communications and Image Processing (VCIP) Munich, Germany 5-8 December 2021. 2021 International Conference on Visual Communications and Image Processing (VCIP). IEEE. , pp.1-5. (10.1109/VCIP53242.2021.9675438)
- Xu, J. et al., 2021. Perceptual quality assessment of internet videos. Presented at: MM '21: 29th ACM International Conference on Multimedia Virtual Event China 20 - 24 October 2021. MM '21: Proceedings of the 29th ACM International Conference on Multimedia. Association for Computing Machinery. , pp.1248-1257. (10.1145/3474085.3475486)
- Peng, Y. et al., 2021. Multi-metric fusion network for image quality assessment. Presented at: Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) Nashville, TN, USA 19-25 June 2021. 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). IEEE. , pp.1857-1860. (10.1109/CVPRW53098.2021.00205)
- Zhou, W. , Wang, Z. and Chen, Z. 2021. Image super-resolution quality assessment: structural fidelity versus statistical naturalness. Presented at: 13th International Conference on Quality of Multimedia Experience (QoMEX) Montreal, QC, Canada 14-17 June 2021. 2021 13th International Conference on Quality of Multimedia Experience (QoMEX). IEEE. , pp.61-64. (10.1109/QoMEX51781.2021.9465479)
- Zhou, W. and Chen, Z. 2021. Deep multi-scale features learning for distorted image quality assessment. Presented at: International Symposium on Circuits and Systems (ISCAS) Daegu, Korea 22-28 May 2021. 2021 IEEE International Symposium on Circuits and Systems (ISCAS). IEEE. , pp.1-5. (10.1109/ISCAS51556.2021.9401285)
- Zhou, W. and Chen, Z. 2020. Deep local and global spatiotemporal feature aggregation for blind video quality assessment. Presented at: 2020 IEEE International Conference on Visual Communications and Image Processing (VCIP) Macau 01-04 December 2020. 2020 IEEE International Conference on Visual Communications and Image Processing (VCIP). IEEE. (10.1109/VCIP49819.2020.9301764)
- Liu, J. et al., 2020. LIRA: Lifelong Image Restoration from Unknown Blended Distortions. Presented at: 16th European Conference on Computer Vision (ECCV 2020) Glasgow, Scotland 23-28 August 2020. Published in: Vedaldi, A. et al., Computer Vision – ECCV 2020. Lecture Notes in Computer Science Springer International Publishing. , pp.616-632. (10.1007/978-3-030-58523-5_36)
- Li, X. et al., 2020. Learning disentangled feature representation for hybrid-distorted image restoration. Presented at: 16th European Conference on Computer Vision (ECCV 2020) Glasgow, Scotland 23-28 August 2020. Published in: Vedaldi, A. et al., Computer Vision – ECCV 2020 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part XXIX. Lecture Notes in Computer Science Springer. , pp.313-329. (10.1007/978-3-030-58526-6_19)
- Zhao, Y. et al., 2020. Infrared pedestrian detection with converted temperature map. Presented at: 2019 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC) Lanzhou 18-21 November 2019. 2019 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC). IEEE. (10.1109/APSIPAASC47483.2019.9023228)
- Luo, Z. et al., 2020. No-reference light field image quality assessment based on micro-lens image. Presented at: Picture Coding Symposium, PCS Ningbo, China 12-15 November 2019. 2019 Picture Coding Symposium (PCS). IEEE. , pp.1-5. (10.1109/PCS48520.2019.8954551)
- Xu, J. et al., 2020. Quality assessment of stereoscopic 360-degree images from multi-viewports. Presented at: Picture Coding Symposium, PCS Ningbo, China 12-15 November 2019. 2019 Picture Coding Symposium (PCS). IEEE. , pp.1-5. (10.1109/PCS48520.2019.8954555)
- Jin, X. et al., 2019. Unsupervised single image deraining with self-supervised constraints. Presented at: 2019 IEEE International Conference on Image Processing Taipei, Taiwan 22-25 September 2019. 2019 IEEE International Conference on Image Processing. IEEE. , pp.2761-2765. (10.1109/ICIP.2019.8803238)
- Jin, X. et al., 2019. AI-GAN: signal de-interference via asynchronous interactive generative adversarial network. Presented at: 2019 IEEE International Conference on Multimedia & Expo Workshops (ICMEW) Shanghai 08-12 July 2019. 2019 IEEE International Conference on Multimedia & Expo Workshops (ICMEW). IEEE. (10.1109/ICMEW.2019.00046)
- Zhao, S. et al., 2019. How do you perceive differently from an AI - A database for semantic distortion measurement. Presented at: IEEE International Symposium on Circuits and Systems (ISCAS) Sapporo, Japan 26-29 May 2019. 2019 IEEE International Symposium on Circuits and Systems (ISCAS). IEEE. , pp.1-5. (10.1109/ISCAS.2019.8702774)
- Jin, X. et al., 2018. Augmented coarse-to-fine video frame synthesis with semantic loss. Presented at: Pattern Recognition and Computer Vision, PRCV 2018 Guangzhou, China 23-26 November. Published in: Lai, J. et al., Pattern Recognition and Computer Vision, First Chinese Conference, PRCV 2018, Guangzhou, China, November 23-26, 2018, Proceedings, Part I. Lecture Notes in Computer Science Springer. , pp.439-452. (10.1007/978-3-030-03398-9_38)
- Xu, J. et al., 2018. Subjective quality assessment of stereoscopic omnidirectional image. Presented at: 19th Pacific-Rim Conference on Multimedia Hefei, China 21-22 Sept 2018. Published in: Hong, R. et al., Advances in Multimedia Information Processing – PCM 2018. Lecture Notes in Computer Science Vol. 11164. Springer. , pp.589-599. (10.1007/978-3-030-00776-8_54)
- Zhang, W. et al., 2018. None ghosting artifacts stitching based on depth map for light field image. Presented at: 19th Pacific-Rim Conference on Multimedia Hefei, China 21-22 Sept 2018. Published in: Hong, R. et al., Advances in Multimedia Information Processing – PCM 2018. Vol. 11164.Lecture Notes in Computer Science Springer. , pp.567-578. (10.1007/978-3-030-00776-8_52)
- Zhou, W. , Chen, Z. and Li, W. 2018. Stereoscopic video quality prediction based on end-to-end dual stream deep neural networks. Presented at: 19th Pacific-Rim Conference on Multimedia Hefei, China 21-22 Sept 2018. Published in: Hong, R. et al., Advances in Multimedia Information Processing – PCM 2018. Vol. 11166.Lecture Notes in Computer Science Springer. , pp.482-492. (10.1007/978-3-030-00764-5_44)
- Shi, L. et al., 2018. Perceptual evaluation of light field image. Presented at: 2018 25th IEEE International Conference on Image Processing (ICIP) Athens, Greece 07-10 October 2018. 2018 25th IEEE International Conference on Image Processing (ICIP). IEEE. , pp.41-45. (10.1109/ICIP.2018.8451077)
- Jin, X. et al., 2018. A decomposed dual-cross generative adversarial network for image rain removal. Presented at: British Machine Vision Conference 2018 Newcastle, UK 3-6 September 2018.
- Hu, Y. et al., 2018. SDM: Semantic distortion measurement for video encryption. Presented at: 13th IEEE International Conference on Automatic Face & Gesture Recognition Xi'an, China 15-19 May 2018. 2018 13th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2018). IEEE. , pp.764-768. (10.1109/FG.2018.00120)
- Zhou, Y. and Zhou, W. 2018. Visual comfort assessment for stereoscopic image retargeting. Presented at: IEEE International Symposium on Circuits and Systems (ISCAS) Florence, Italy 27-30 May 2018. 2018 IEEE International Symposium on Circuits and Systems (ISCAS). , pp.1-5. (10.1109/ISCAS.2018.8351198)
- Zhou, W. et al. 2016. 3D-HEVC visual quality assessment: database and bitstream model. Presented at: 8th International Conference on Quality of Multimedia Experience (QoMEX) Lisbon 6-8 June 2016. 2016 Eighth International Conference on Quality of Multimedia Experience (QoMEX). IEEE. , pp.1-6. (10.1109/QoMEX.2016.7498946)
Research
Research interests
Computational Vision and Photography
Multimedia Signal Processing in Visual Environments
Human-oriented Visual Perception and Optimization
Interpretation and Analysis of Optical Imaging
Intelligent Displays and Applications
Funded projects
Biomedical image processing for smart healthcare applications, Taith Research Grant, PI (2024-2025)
Exploring saliency detection in stereo VR image quality evaluation, DUT Collaboration Funding, PI (2023-2024)
Multi-source perceptual image and video quality assessment, Outstanding PhD Thesis Funding, PI (2020-2022)
Selected publications (* Equal contribution, ^ Corresponding author, more publications on Google Scholar):
- Subjective and objective quality assessment of colonoscopy videos
G Yue, L Zhang, J Du, T Zhou, Wei Zhou, W Lin
IEEE Transactions on Medical Imaging (TMI), 2024 - No-reference point cloud quality assessment via graph convolutional network
W Chen, Q Jiang, Wei Zhou, F Shao, G Zhai, W Lin
IEEE Transactions on Multimedia (TMM), 2024 - Unsupervised low-light image enhancement with self-paced learning
Y Luo, X Chen, J Ling, Wei Zhou, G Yue
IEEE Transactions on Multimedia (TMM), 2024 - Perceptual depth quality assessment of stereoscopic omnidirectional images
Wei Zhou, Z Wang
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2024 - Dynamic hypergraph convolutional network for no-reference point cloud quality assessment
W Chen, Q Jiang, Wei Zhou, L Xu, W Lin
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2024 - Blind image quality assessment via adaptive graph attention
H Wang, J Liu, H Tan, J Lou, X Liu, Wei Zhou, H Liu
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2024 - Blind quality assessment of dense 3D point clouds with structure guided resampling
Wei Zhou, Q Yang, W Chen, Q Jiang, G Zhai, W Lin
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), 2024 - Vision-language consistency guided multi-modal prompt learning for blind AI generated image quality assessment
J Fu, Wei Zhou^, Q Jiang, H Liu, G Zhai
IEEE Signal Processing Letters (SPL), 2024 - A terramechanics-based dynamic model for motion control of unmanned tracked vehicles
R Zhang, Wei Zhou, H Liu, J Gong, H Chen, Amir Khajepour
IEEE Transactions on Intelligent Vehicles (TIV), 2024 - Adaptive mixed-scale feature fusion network for blind AI-generated image quality assessment
T Zhou, S Tan, Wei Zhou, Y Luo, Y Wang, G Yue
IEEE Transactions on Broadcasting (TBC), 2024 - FVIFormer: flow-guided global-local aggregation transformer network for video inpainting
W Yan, Y Sun, G Yue, Wei Zhou, H Liu
IEEE Journal on Emerging and Selected Topics in Circuits and Systems (JETCAS), 2024 - Boundary refinement network for colorectal polyp segmentation in colonoscopy images
G Yue, Y Li, W Jiang, Wei Zhou, T Zhou
IEEE Signal Processing Letters (SPL), 2024 - Dehazed image quality evaluation: from partial discrepancy to blind perception
Wei Zhou, R Zhang, L Li, G Yue, J Gong, H Chen, H Liu
IEEE Transactions on Intelligent Vehicles (TIV), 2024 - Subjective and objective quality assessment of multi-attribute retouched face images
G Yue, H Wu, W Yan, T Zhou, H Liu, Wei Zhou
IEEE Transactions on Broadcasting (TBC), 2024 - Reduced-reference quality assessment of point clouds via content-oriented saliency projection
Wei Zhou, G Yue, R Zhang, Y Qin, H Liu
IEEE Signal Processing Letters (SPL), 2023 - Dual-constraint coarse-to-fine network for camouflaged object detection
G Yue, H Xiao, H Xie, T Zhou, Wei Zhou, W Yan, B Zhao, T Wang, Q Jiang
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2023 - Blind omnidirectional image quality assessment: integrating local statistics and global semantics
Wei Zhou, Z Wang
IEEE International Conference on Image Processing (ICIP), 2023 - Quality assessment of image super-resolution: balancing deterministic and statistical fidelity
Wei Zhou, Z Wang
ACM International Conference on Multimedia (ACM MM), 2022 - LIQA: Lifelong blind image quality assessment
J Liu*, Wei Zhou*, X Li, J Xu, Z Chen
IEEE Transactions on Multimedia (TMM), 2022 - Adaptive hypergraph convolutional network for no-reference 360-degree image quality assessment
J Fu, C Hou, Wei Zhou^, J Xu, Z Chen
ACM International Conference on Multimedia (ACM MM), 2022 - GraphIQA: Learning distortion graph representations for blind image quality assessment
S Sun, T Yu, J Xu, Wei Zhou, Z Chen
IEEE Transactions on Multimedia (TMM), 2022 - A bayesian deep image prior downscaling approach for high-resolution soil moisture estimation
Y Fang, L Xu, Y Chen, Wei Zhou, Alexander Wong, David A ClausiIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2022
- A brief survey on adaptive video streaming quality assessment
Wei Zhou, X Min, H Li, Q Jiang
Journal of Visual Communication and Image Representation (JVCI), 2022 - No-reference quality assessment for 360-degree images by analysis of multifrequency information and local-global naturalness
Wei Zhou, J Xu, Q Jiang, Z Chen
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021 - Blind omnidirectional image quality assessment with viewport oriented graph convolutional networks
J Xu*, Wei Zhou*, Z Chen
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021 - Perceptual quality assessment of internet videos
J Xu, J Li, X Zhou, Wei Zhou, B Wang, Z ChenACM International Conference on Multimedia (ACM MM), 2021
- Image super-resolution quality assessment: structural fidelity versus statistical naturalness
Wei Zhou, Z Wang, Z ChenIEEE International Conference on Quality of Multimedia Experience (QoMEX), 2021 (Invited paper, Oral)
- Deep multi-scale features learning for distorted image quality assessment
Wei Zhou, Z ChenIEEE International Symposium on Circuits and Systems (ISCAS), 2021 (Oral)
- Tensor oriented no-reference light field image quality assessment
Wei Zhou, L Shi, Z Chen, J Zhang
IEEE Transactions on Image Processing (TIP), 2020 - Re-visiting discriminator for blind free-viewpoint image quality assessment
S Ling, J Li, Z Che, Wei Zhou, J Wang, Patrick Le Callet
IEEE Transactions on Multimedia (TMM), 2020 - Binocular rivalry oriented predictive auto-encoding network for blind stereoscopic image quality measurement
J Xu*, Wei Zhou*, Z Chen, S Ling, Patrick Le Callet
IEEE Transactions on Instrumentation & Measurement (TIM), 2020 - A full-reference stereoscopic image quality measurement via hierarchical deep feature degradation fusion
Q Jiang*, Wei Zhou*, X Chai, G Yue, F Shao, Z Chen
IEEE Transactions on Instrumentation & Measurement (TIM), 2020 - Stereoscopic omnidirectional image quality assessment based on predictive coding theory
Z Chen, J Xu, C Lin, Wei Zhou
IEEE Journal of Selected Topics in Signal Processing (JSTSP), 2020 - Blind quality assessment for image superresolution using deep two-stream convolutional networks
Wei Zhou, Q Jiang, Y Wang, Z Chen, W Li
Information Sciences (INS), 2020 - Deep local and global spatiotemporal feature aggregation for blind video quality assessment
Wei Zhou, Z Chen
IEEE International Conference on Visual Communications and Image Processing (VCIP), 2020 - Dual-stream interactive networks for no-reference stereoscopic image quality assessment
Wei Zhou, Z Chen, W Li
IEEE Transactions on Image Processing (TIP), 2019 - No-reference light field image quality assessment based on spatial-angular measurement
L Shi*, Wei Zhou*, Z Chen, J Zhang
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2019 - Stereoscopic video quality prediction based on end-to-end dual stream deep neural networks
Wei Zhou, Z Chen, W Li
Pacific-Rim Conference on Multimedia (PCM), 2018 - Blind stereoscopic video quality assessment: from depth perception to overall experience
Z Chen (advisor), Wei Zhou, W Li
IEEE Transactions on Image Processing (TIP), 2018
Teaching
2024-2025, CM2101, Human Computer Interaction
2023-2024, CM6312, Adopting Technology (National Software Academy), module leader
Project supervisor for UG students (year 3)
Project supervisor for MSc students
Personal tutor for UG students (year 1 and year 2)
Personal tutor for MSc students
Biography
I have been an Assistant Professor (Lecturer) in the School of Computer Science and Informatics at Cardiff University since 2023. I am a member of Visual Computing Research Group. I am also a committee member of British Standards Institution. I am participating in the JPEG standardization activities.
Before that, I studied and worked in the Department of Electrical and Computer Engineering at University of Waterloo from 2019 to 2023. I used to be a visiting professor at Dalian University of Technology, a visiting scholar at National Institute of Informatics (Tokyo), a research assistant with Intel, a research intern in Microsoft Research and Alibaba Cloud. I had an educational background majored in Electrical Engineering at University of Science and Technology of China.
My research interests mainly focus on image/video processing, multimedia computing, applied perception, human-centric AI, computational photography, imaging, vision, displays, and machine learning. I aim to develop efficient and intelligent visual processing algorithms based on human perception, helping improve the quality of experience for human visual systems. I received IEEE CASS VSPC Rising Star Honorable Mention Award (the first recipient in IQA research field worldwide) in 2024, ACM SIGMM Outstanding Doctoral Dissertation Award (China Section, 1st nationwide) in 2022, and Grand Challenge Winner Award (1st place) in CVPR CLIC 2021.
Honours and awards
2024 Top 2% Scientists Worldwide, Stanford University
2024 Digileader by Digital Futures, Sweden
2024 Interdisciplinary Research Sandpit from British Academy, Travel Grant
2024 Journal of Electronics & Information Technology Outstanding Reviewer Award
2024 IEEE CASS VSPC Rising Star Honorable Mention Award, the first recipient in IQA research field worldwide
2023 Winner of the Sensors Annually Outstanding Reviewer Award
2022 ACM SIGMM China Outstanding Doctoral Dissertation Award, 1st nationwide
2022 Finalist of Presidential Postdoctoral Fellowship from Nanyang Technological University, Singapore
2022 MSCA Postdoctoral Fellowship, Travel Grant from University of Nantes, France
2021 Grand Challenge Winner Award for IEEE CVPR CLIC Perceptual Metric Track, 1st place
2021 IEEE VCIP Best Reviewer Award
2021 President Award, Chinese Academy of Sciences
2020 Outstanding Doctoral Dissertation Funding of USTC
2020 National Scholarship from USTC
2019 Outstanding Research Intern of Alibaba Group
2018 Microsoft Research STAR of Tomorrow Excellence Award
2017 NII International Internship Funding Support, Japan
2016 Provincial Outstanding Bachelor Thesis Award
Supervisions
Current students
Yixiao Li (Visiting PhD student from BUAA, under the support of International Joint Funding for Doctoral Students)
- Collaborated papers: IEEE TNNLS second-round review (First author), IEEE TIP under review (First author), CVPR under review (First author), IEEE ICME 2024 (First author)
Huasheng Wang (PhD student, CardiffU, Lead supervisor: Prof Hantao Liu)
- Collaborated papers: IEEE TCSVT (First author)
Jiang Liu (PhD student, CardiffU, Lead supervisor: Prof Hantao Liu)
- Collaborated papers: IEEE TCSVT second-round review (First author)
I am also lnternal (Cardiff University) and External (Shanghai Jiao Tong University) Examiners of PhD Thesis.
From 2017 to 2021, I was leading a research group at USTC. Since 2019, I am also fortunate to work with many talented students at UWaterloo.
Armin Shafiee Sarvestani (PhD student, UWaterloo)
Yipeng Du (Undergraduate, UWaterloo)
Jinghan Zhou (PhD student, UWaterloo)
Shiyu Huang (Master student, USTC)
Yanding Peng (Master student, USTC)
Yiting Lu (PhD student, USTC)
Jun Fu (PhD, 2022 -> HW)
Jianzhao Liu (Master, 2022 -> Bytedance)
Ziyuan Luo (Master, 2021 -> Kwai)
Jiahua Xu (Master, 2021 -> Tencent, National Scholarship, Outstanding Master Thesis Award)
Ya Zhou (Master, 2020 -> Kwai)
Likun Shi (Master, 2019 -> SenseTime)
Xinyu Tang (Undergraduate, 2019 -> Princeton PhD, Guo Moruo Scholarship)
Chaoyi Lin (Master, 2018 -> Hikvision)
Contact Details
Research themes
Specialisms
- Image processing
- Video processing
- Computer vision and multimedia computation
- Artificial intelligence