About Me

I am a Postdoctoral Fellow at Cardiff University, supervised by Prof. Wei Zhou, and also under the joint guidance of Prof. Paul Rosin and Prof. Hantao Liu. I received my Ph.D. degree from Shandong University of Science and Technology in 2025, supervised by Prof. Qingtian Zeng. My research interests include AIGC-VQA, AIGC-IQA, action recognition, object detection, human-object interaction detection, scene graph generation, multimodal fusion, and related topics in computer vision.

News

July 2026: One paper was accepted by PRCV 2026.

July 2026: One paper was accepted by ACM MM 2026.

July 2026: I served as a PC member of AAAI 2027.

June 2026: One paper was accepted by QoMEX 2026.

April 2026: I served as one of the organizers of an ICME Workshop.

February 2026: One paper was accepted by IEEE TCSVT.

Publications

2026 10 papers

Pose-Guided Multi-Cue Explicit Query Construction for Disambiguating Human-Object Interactions

Scholar

M Zou, S Liu, Q Zeng*, X Zhang, G Yuan, X Hao, J Liu, W Zhou*

IEEE Transactions on Circuits and Systems for Video Technology, 2026

Modeling Scientific Experiment Scenes: Dataset and Model

Scholar

M Zou, Q Zeng, S Liu*, C Liu, PL Rosin, G Yue, J Liu, W Zhou*

arXiv preprint arXiv:2608.02892, 2026

SBE-Former: Spatial Mixture-of-Experts with Boundary Enhancement for Instance Segmentation in Physics Laboratory Scenes

Scholar

Xingkai Bai, Shangkun Liu*, M Zou, Hua Duan*, Qingtian Zeng

PRCV, 2026

Cross-modal interaction for multi-dimensional AI-generated image quality assessment

Scholar

H Zhang, M Zou*, P Rosin, H Liu, W Zhou*

International Conference on Quality of Multimedia Experience, 2026

Digital human generation for games via tightness-aware multi-cue modeling

Scholar

J Wu, Y Liu, J Guo, Y Meng, H Yu, J Zhang, M Zou, W Zhou, J Liu, L Song

IEEE Transactions on Games, 2026

PhysScene: A Scene Graph Dataset for Scientific Visual Reasoning in Physics Experiments

Scholar

M Zou, Q Zeng, S Liu*, Y Meng, G Yue, B Zhao, AE Saddik, W Zhou*

Proceedings of the 34rd ACM International Conference on Multimedia, 2026

A Nature-Inspired Edge-Cloud Collaborative Privacy Framework for Visual Relocalization on Consumer Electronics

Scholar

Yujin Kuang, Jiang Liu, M Zou, Yang Liu, Jing Liu, Yuan Yang, Xiaoguo ...

IEEE Transactions on Consumer Electronics, 2026

Query-specific context-enhanced representation learning for temporal knowledge graph reasoning

Scholar

Y Gao, Q Zeng, W Ni, C Cheng, H Duan, M Zou, Z Wang

ICASSP, 2026

Conjugate relation modeling for few-shot knowledge graph completion

Scholar

Z Wang, Q Zeng, H Duan, C Cheng, M Zou, Z Wang

ICASSP, 2026

Comparison Drives Preference: Reference-Aware Modeling for AI-Generated Video Quality Assessment

Scholar

M Zou, G Liu*, G Yue, B Zhao, Z Wang, PL Rosin, H Liu, W Zhou*

arXiv preprint arXiv:2604.17074, 2026

2025 1 paper

PhysLab: A benchmark dataset for multi-granularity visual parsing of physics experiments

Scholar

M Zou, Q Zeng*, Y Miao, S Liu, Z Wang, H Liu, W Zhou*

Proceedings of the 33rd ACM International Conference on Multimedia, 12799-12806, 2025

2024 6 papers

Weakly-supervised action learning in procedural task videos via process knowledge decomposition

Scholar

M Zou, Q Zeng*, X Zhang*

IEEE Transactions on Circuits and Systems for Video Technology 34 (7), 5575-5588, 2024

FFCSLT: a deep learning model for traffic Police hand gesture recognition using surface electromyographic signals

Scholar

W Ma, G Song, Q Zeng, H Zhang, M Zou, Z Zhao

IEEE Sensors Journal 24 (8), 13640-13655, 2024

Prediction of remaining execution time of business processes with multiperson collaboration in assembly line production

Scholar

M Zou, Q Zeng*, C Liu, R Cao, S Chen, Z Zhao

IEEE Transactions on Computational Social Systems 12 (3), 1279-1295, 2024

Rtsds: a real-time and efficient method for detecting surface defects in strip steel

Scholar

Q Zeng, D Wei, M Zou*

Journal of Real-Time Image Processing 21 (4), 117, 2024

TV-ALP: A log dataset of television assembly line production under multi-person collaboration for process mining research

Scholar

M Zou, Q Zeng*, H Duan*, W Ni, S Chen

Applied Intelligence 54 (5), 3990-4011, 2024

A teacher-guided early-learning method for medical image segmentation from noisy labels

Scholar

S Liu, M Zou, N Liu, Y Li, W Zheng

Complex & Intelligent Systems 10 (6), 8011-8026, 2024

2023 2 papers

MFAM-Net: a surface defect detection network for strip steel via multiscale feature fusion and attention mechanism

Scholar

Q Zeng, D Wei, X Zhang, Q Gan, Q Wang, M Zou*

International Conference on New Trends in Computational Intelligence, 2023

Video process mining and model matching for intelligent development: Conformance checking

Scholar

S Chen, M Zou, R Cao, Z Zhao, Q Zeng

Sensors 23 (8), 3812, 2023

2022 1 paper

Design and implementation of traffic police hand gesture recognition system based on surface electromyographic signals

Scholar

W Ma, Q Zeng, G Song, M Zou

IEEE 5th Advanced Information Management, Communicates, Electronic and Automation Control Conference, 2022

Service

Reviewer Service

I have served as a reviewer for leading journals and conferences, including IEEE TIP, IEEE TNNLS, IEEE TCSVT, IEEE TASE, Pattern Recognition, ACM MM, AAAI, ACM TOMM, and IEEE TCSS.