Publications - Qianhui Men

2025

Trustworthy and Practical AI for Healthcare: A Guided Deferral System with Large Language Models,
Joshua Strong, Qianhui Men, J. Alison Noble
AAAI-AISI, 2025 (to appear)

2024

Pose-guidenet: Automatic Scanning Guidance for Fetal Head Ultrasound from Pose Estimation
Qianhui Men, Xiaoqing Guo, Aris T. Papageorghiou, J. Alison Noble
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024

MMSummary: Multimodal Summary Generation for Fetal Ultrasound Video
Xiaoqing Guo, Qianhui Men, J. Alison Noble
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024

Towards Human-AI Collaboration in Healthcare: Guided Deferral Systems with Large Language Models
Joshua Strong, Qianhui Men, J. Alison Noble
ICML Workshop on Large Language Models and Cognition, 2024

Towards AI-Enabled Navigation of the Second Trimester Anomaly Scan
Jehan Karim, Jayne Lander, Qianhui Men, Rahul Ahuja, J. Alison Noble, Aris T. Papageorghiou
World Congress on Ultrasound in Obstetrics and Gynecology (ISUOG), 2024

2023

Gaze-Probe Joint Guidance with Multi-Task Learning in Obstetric Ultrasound Scanning,
Qianhui Men, Clare Teng, Lior Drukker, Aris T. Papageorghiou, J. Alison Noble
Medical Image Analysis, vol. 90, 102981, 2023 (MedIA Best Paper Award Runners-up)

Ultrasound Video Segmentation with Adaptive Temporal Memory
He Zhao, Qianhui Men, Alexander Gleed, Aris T. Papageorghiou, J. Alison Noble
International Workshop on Advances in Simplifying Medical Ultrasound, 2023

Towards Standard Plane Prediction of Fetal Head Ultrasound with Domain Adaptation
Qianhui Men, Hao Zhao, Lior Drukker, Aris T. Papageorghiou, J. Alison Noble
IEEE International Symposium on Biomedical Imaging (ISBI), 2023

Focalized Contrastive View-Invariant Learning for Self-Supervised Skeleton-Based Action Recognition
Qianhui Men, Edmond S. L. Ho, Hubert P. H. Shum, Howard Leung
Neurocomputing, vol. 537, 198-209, 2023

2022

Multimodal-GuideNet: Gaze-Probe Bidirectional Guidance in Obstetric Ultrasound Scanning
Qianhui Men, Clare Teng, Lior Drukker, Aris T. Papageorghiou, J. Alison Noble
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 (Young Scientist Award)

Geometric Features Informed Multi-Person Human-Object Interaction Recognition in Videos
Tanqiu Qiao, Qianhui Men, Frederick W. B. Li, Yoshiki Kubotani, Shigeo Morishima, Hubert P. H. Shum
European Conference on Computer Vision (ECCV), 2022

Interaction Mix and Match: Synthesizing Close Interaction using Conditional Hierarchical GAN with Multi-Hot Class Embedding
Aman Goel, Qianhui Men, Edmond S. L. Ho
Computer Graphics Forum, vol. 41, 8, 2022

A Two-Stream Convolutional Network for Musculoskeletal and Neurological Disorders Prediction
Manli Zhu, Qianhui Men, Edmond S. L. Ho, Howard Leung, Hubert P. H. Shum
Journal of Medical Systems, vol. 46, 76, 2022

PyTorch-Based Implementation of Label-Aware Graph Representation for Multi-Class Trajectory Prediction
Qianhui Men, Hubert P. H. Shum
Software Impacts, vol. 11, 100201, 2022

GAN-Based Reactive Motion Synthesis with Class-Aware Discriminators for Human–Human Interaction
Qianhui Men, Hubert P. H. Shum, Edmond S. L. Ho, Howard Leung
Computers & Graphics, vol. 102, 634-645, 2022

2021

Semantics-STGCNN: A Semantics-Guided Spatial-Temporal Graph Convolutional Network for Multi-Class Trajectory Prediction
Ben A. Rainbow, Qianhui Men, Hubert P. H. Shum
IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2021

Interpreting Deep Learning-Based Cerebral Palsy Prediction with Channel Attention
Manli Zhu, Qianhui Men, Edmond S. L. Ho, Howard Leung, Hubert P. H. Shum
2021 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI), 2021

A Two-Stream Recurrent Network for Skeleton-Based Human Interaction Recognition
Qianhui Men, Edmond S. L. Ho, Hubert P. H. Shum, Howard Leung
International Conference on Pattern Recognition (ICPR), 2021

2020

A Quadruple Diffusion Convolutional Recurrent Network for Human Motion Prediction
Qianhui Men, Edmond S. L. Ho, Hubert P. H. Shum, Howard Leung
IEEE Transactions on Circuits and Systems for Video Technology, vol. 31, 3417-3432, 2020