Publications
Selected publications
A selection of representative work. The complete and current list is maintained on Google Scholar.
- 2026CVPR 2026 · Highlight
Authorize-on-Demand: Dynamic Authorization with Legality-Aware Intellectual Property Protection for VLMs
- 2025
★ Featured Nature CommunicationsEnhancing Diagnostic Accuracy in Rare and Common Fundus Diseases with a Knowledge-Rich Vision-Language Model
- 2025CVPR 2025
Vision-Language Model IP Protection via Prompt-based Learning
- 2024
★ Featured Cell Reports MedicineEnhancing AI Reliability: A Foundation Model with Uncertainty Estimation for OCT-based Retinal Disease Diagnosis
- 2024IEEE Transactions on Pattern Analysis and Machine Intelligence
Say No to Freeloader: Protecting Intellectual Property of Your Deep Model
- 2023
★ Featured Nature CommunicationsUncertainty-inspired Open Set Learning for Retinal Anomaly Identification
- 2023MICCAI
Federated Uncertainty-Aware Aggregation for Fundus Diabetic Retinopathy Staging
- 2023CVPR 2023
Model Barrier: A Compact Un-Transferable Isolation Domain for Model Intellectual Property Protection
- 2022IEEE Transactions on Medical Imaging
MsTGANet: Automatic Drusen Segmentation from Retinal OCT Images
- 2021IEEE Transactions on Medical Imaging
Semi-Supervised Capsule cGAN for Speckle Noise Reduction in Retinal OCT Images