Publications

* indicates equal contribution. † indicates corresponding author.

A full list is also available on Google Scholar.

2026

Stabilizing Temporal Inference Dynamics for Online Surgical Phase Recognition

Yang Liu*, Ning Zhu*, Jingjing Peng, Xiwu Chen, Alejandro Granados, Guotai Wang, Sebastien Ourselin

Early accepted by MICCAI 2026

arXiv DOI Code

2025

MedCAL-Bench: A Comprehensive Benchmark on Cold-Start Active Learning with Foundation Models for Medical Image Analysis

Ning Zhu*, Xiaochuan Ma*, Shaoting Zhang, Guotai Wang

arXiv preprint, arXiv:2508.03441

arXiv DOI Code
CSAL-3D: Cold-Start Active Learning for 3D Medical Image Segmentation via SSL-Driven Uncertainty-Reinforced Diversity Sampling

Ning Zhu, Ping Ye, Lanfeng Zhong, Qiang Yue, Shaoting Zhang, Guotai Wang

MICCAI 2025, LNCS vol. 15961, pp. 120–130

DOI PDF Code
SUGFW: A SAM-Based Uncertainty-Guided Feature Weighting Framework for Cold Start Active Learning

Xiaochuan Ma, Jia Fu, Lanfeng Zhong, Ning Zhu, Guotai Wang

MICCAI 2025, LNCS vol. 15961, pp. 579–588

DOI PDF Code
High-Order Flow Matching: Unified Framework and Sharp Statistical Rates

Maojiang Su, Jerry Yao-Chieh Hu, Yi-Chen Lee, Ning Zhu, Jui-Hui Chung, Shang Wu, Zhao Song, Minshuo Chen, Han Liu

NeurIPS 2025, vol. 38, pp. 45820–45932

PDF
Deep Adaptive Wavelet Autoencoder with Mutually Independent Empirical Cumulative Distribution for Unsupervised Motor Anomaly Detection

Pinze Ren*, Ning Zhu*, Dandan Peng, Liyuan Ren, Huan Wang

Engineering Applications of Artificial Intelligence, vol. 162, p. 112446, 2025

DOI PDF
Adversarial Frequency Component Reconstruction Constraint for Helicopter Vibration Signal Anomaly Detection: An Unsupervised Dual-Domain Approach

Ning Zhu, Tianzhi Xu Dong, Dandan Peng

IEEE Transactions on Instrumentation and Measurement, vol. 74, pp. 1–11, 2025

DOI PDF
Unsupervised Anomaly Detection for Aircraft PRSOV with Random Projection-Based Inner Product Prediction

Dandan Peng*, Ning Zhu*, Te Han, Zhuyun Chen, Chenyu Liu

IEEE Transactions on Instrumentation and Measurement, vol. 74, pp. 1–11, 2025

DOI PDF

2024

An Adversarial Training Framework Based on Unsupervised Feature Reconstruction Constraints for Crystalline Silicon Solar Cells Anomaly Detection

Ning Zhu, Jing Wang, Ying Zhang, Huan Wang, Te Han

IEEE Transactions on Instrumentation and Measurement, vol. 73, pp. 1–13, 2024

DOI PDF Code