You can also find my articles on Google Scholar
🥇 First Author Papers
SUGFW: A SAM-Based Uncertainty-Guided Feature Weighting Framework for Cold Start Active Learning Xiaochuan Ma, Jia Fu, Lanfeng Zhong, Ning zhu and Guotai Wang Medical Image Computing and Computer Assisted Intervention (MICCAI 2025) [Paper] [Code]
CLISC: Bridging Clip and Sam by Enhanced Cam for Unsupervised Brain Tumor Segmentation Xiaochuan Ma, Jia Fu, Wenjun Liao, Shichuan Zhang and Guotai wang IEEE 22nd International Symposium on Biomedical Imaging (ISBI 2025) [Paper] [Code]
PS-seg: Learning from Partial Scribbles for 3D Multiple Abdominal Organ Segmentation Meng Han*, Xiaochuan Ma*, Xiangde Luo, Wenjun Liao, Shichuan Zhang and Guotai Wang Neurocomputing, 2026 CAS-Q2, IF: 6.5 [Paper] [Code]
🤝 Co-Author Papers
Interpretable Medical Deep Framework by Logits-constraint Attention Guiding Graph-based Multi-scale Fusion for Alzheimer’s Disease Analysis Jinghao Xu, Chenxi Yuan, Xiaochuan Ma, Huifang Shang, Xiaoshuang Shi and Xiaofeng Zhu Pattern Recognition (PR), 2024 CAS-Q1-TOP, IF: 7.6 [Paper]
📝 Preprints & Under Review
SUGFW+: An Uncertainty-guided Feature Weighting Framework for Cold Start Active Adaptation of SAM in Medical Image Segmentation Xiaochuan Ma*, Ning Zhu, Jia Fu, Lanfeng Zhong, Hanyu Jiang, Bin Song, Kang Li, Guotai Wang arXiv Preprint (2026) [Paper] [Code]
One Knob to Rule Them All: A Unified Optimal Transport View of Cold-Start Active Learning Ningzhu, Xiaochuan Ma, Juntao Xu, Jingze Liang, Mengfei Zhao, An Chen, Liang-Jian Deng arXiv Preprint (2026) [Paper]
MedCAL-Bench: A Comprehensive Benchmark on Cold-Start Active Learning with Foundation Models for Medical Image Analysis Ningzhu*, Xiaochuan Ma*, Shaoting Zhang and Guotai Wang arXiv Preprint (2025) [Paper] [Code]
📊 Publication Statistics
| Type | Count | Impact |
|---|---|---|
| 📚 Journal Papers | 2 | CAS Q1, Q2, Total IF: 14.1 |
| 🎤 Conference Papers | 2 | MICCAI, IEEE ISBI |
| 📝 Preprints | 3 | arXiv |
| 🥇 First Author | 3 | 2 Conferences, 1 Journal |