Publications
† indicates corresponding authorship and * indicates co-first authorship.
2026
REFLEX-Med: Reinforcement with Label-Free Explainability for Unified Medical Reasoning
15th IEEE Image, Video, and Multidimensional Signal Processing Workshop (IEEE IVMSP)
,
2026
[Best Paper Award]
CoGe-GCD: Reframing Generalized Category Discovery with Compositional Generalization
International Conference on Machine Learning (ICML)
,
2026
Generalized Biomedicine Discovery
European Conference on Computer Vision (ECCV)
,
2026
SynerMedGen: Synergizing Medical Multimodal Understanding with Generation via Task Alignment
International Conference on Machine Learning (ICML)
,
2026
Unleashing the Power of Image-Tabular Self-Supervised Learning via Breaking Cross-Tabular Barriers
AAAI Conference on Artificial Intelligence (AAAI)
,
2026
Tackling Dual-stage Missing Modalities in Brain Tumor Segmentation via Robust Modality Reconstruction and Prompt-guided Modality Adaptation
AAAI Conference on Artificial Intelligence (AAAI)
,
2026
Beyond Adapter Retrieval: Latent Geometry-Preserving Composition via Sparse Task Projection
AAAI Conference on Artificial Intelligence (AAAI)
,
2026
SAM-Driven Cross Prompting with Adaptive Sampling Consistency for Semi-supervised Medical Image Segmentation
Medical Image Analysis (MedIA)
,
2026
Bures-Isotropy Alignment: Manifold Learning of Generalized Category Discovery
International Conference on Learning Representations (ICLR)
,
2026
Bridging Vision Foundation Model Priors with CLIP for Spatial-aware Few-shot Anomaly Detection in Medical Images
Medical Image Computing and Computer Assisted Intervention (MICCAI)
,
2026
Mask SAM 3D for Coronary Artery and Plaque Segmentation in CCTA Images
International Journal of Computer Assisted Radiology and Surgery (IJCARS)
,
2026
Deep Model Adaptation without Target Labels on Cross-domain Medical Images
Less-supervised Segmentation with CNNs
,
2026
2025
EchoFM: Foundation Model for Generalizable Echocardiogram Analysis
IEEE Transactions on Medical Imaging (TMI)
,
2025
Cerebrovascular Diseases Screening from Color Fundus Photography via Cross-View Fusion and Graph-Based Discrimination
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI)
,
2025
Robust Incomplete-Modality Alignment for Ophthalmic Disease Grading and Diagnosis via Labeled Optimal Transport
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI)
,
2025
GM-ABS: Promptable Generalist Model Drives Active Barely Supervised Training in Specialist Model for 3D Medical Image Segmentation
IEEE Transactions on Medical Imaging (TMI)
,
2025
LLM-Guided Decoupled Probabilistic Prompt for Continual Learning in Medical Image Diagnosis
IEEE Transactions on Medical Imaging (TMI)
,
2025
Enhancing Diagnostic Accuracy in Rare and Common Fundus Diseases with a Knowledge-Rich Vision-Language Model
Nature Communications
,
2025
Multi-Organ Segmentation From Partially Labeled and Unaligned Multi-Modal MRI in Thyroid-Associated Orbitopathy
IEEE Journal of Biomedical and Health Informatics (JBHI)
,
2025
Radiology-GPT: A Large Language Model for Radiology
Meta-Radiology
,
2025
Hodgkin Lymphoma-Based Intensity Preprocessing and Foundation Model-Based Automated Segmentation
Journal of Nuclear Medicine (JNM)
,
2025
MediViSTA: Medical Video Segmentation Via Temporal Fusion SAM Adaptation for Echocardiography
IEEE Journal of Biomedical and Health Informatics (JBHI)
,
2025
2024
MA-SAM: Modality-agnostic SAM Adaptation for 3D Medical Image Segmentation
Medical Image Analysis (MedIA)
,
2024
FM-ABS: Promptable Foundation Model Drives Active Barely Supervised Learning for 3D Medical Image Segmentation
Medical Image Computing and Computer Assisted Intervention (MICCAI)
,
2024
FM-OSD: Foundation Model-Enabled One-Shot Detection of Anatomical Landmarks
Medical Image Computing and Computer Assisted Intervention (MICCAI)
,
2024
Causal Effect Estimation on Imaging and Clinical Data for Treatment Decision Support of Aneurysmal Subarachnoid Hemorrhage
IEEE Transactions on Medical Imaging (IEEE TMI)
,
2024
Cross Prompting Consistency with Segment Anything Model for Semi-supervised Medical Image Segmentation
Medical Image Computing and Computer Assisted Intervention (MICCAI)
,
2024
2023
IOP-FL: Inside-outside Personalization of Federated Medical Image Segmentation
IEEE Transactions on Medical Imaging (IEEE TMI)
,
2023
Diffusion Model based Semi-supervised Learning on Brain Hemorrhage Images for Efficient Midline Shift Quantification
International Conference on Information Processing in Medical Imaging (IPMI)
,
2023
[Oral]
Treatment Outcome Prediction for Intracerebral Hemorrhage via Generative Prognostic Model with Imaging and Tabular Data
Medical Image Computing and Computer Assisted Intervention (MICCAI)
,
2023
CauSSL: Causality-inspired Semi-supervised Learning for Medical Image Segmentation
International Conference on Computer Vision (ICCV)
,
2023
SATTA: Semantic-Aware Test-Time Adaptation for Cross-Domain Medical Image Segmentation
Medical Image Computing and Computer Assisted Intervention (MICCAI)
,
2023
Uncertainty Estimation for Safety-critical Scene Segmentation via Fine-grained Reward Maximization
Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS)
,
2023
Contrastive Masked Image-Text Modeling for Medical Visual Representation Learning
Medical Image Computing and Computer Assisted Intervention (MICCAI)
,
2023
[Oral]
2022
Test-time Adaptation with Calibration of Medical Image Classification Nets for Label Distribution Shift
Medical Image Computing and Computer Assisted Intervention (MICCAI)
,
2022
Federated Learning Enabling Big Data for Cancer Detection
Nature Communications
,
2022
Single-domain Generalization in Medical Image Segmentation via Test-time Adaptation from Shape Dictionary
Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)
,
2022
DLTTA: Dynamic Learning of Test-time Adaptation for Cross-domain Medical Images
IEEE Transactions on Medical Imaging (IEEE TMI)
,
2022
2021
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
,
2021
Source-Free Domain Adaptive Fundus Image Segmentation with Denoised Pseudo-Labeling
Medical Image Computing and Computer Assisted Intervention (MICCAI)
,
2021
Learning with Privileged Multimodal Knowledge for Unimodal Segmentation
IEEE Transactions on Medical Imaging (IEEE TMI)
,
2021
2020
Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation
IEEE Transactions on Medical Imaging (TMI)
,
2020
2019
Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image Segmentation
AAAI Conference on Artificial Intelligence (AAAI)
,
2019
Robust Multimodal Brain Tumor Segmentation via Feature Disentanglement and Gated Fusion
Medical Image Computing and Computer Assisted Intervention (MICCAI)
,
2019
2018
Semantic-Aware Generative Adversarial Nets for Unsupervised Domain Adaptation in Chest X-ray Segmentation
International Workshop on Machine Learning in Medical Imaging (MLMI)
,
2018
[Oral]