Zongyuan Ge

Beyond the Static World: Continual Category Discovery under Visual Drift CVPR 2026 CHiRPE: A Step Towards Real-World Clinical NLP with Clinician-Oriented Model Explanations EACL 2026 LATA: Laplacian-Assisted Transductive Adaptation for Conformal Uncertainty in Medical VLMs CVPR 2026 Seeing Through the Shift: Causality-Inspired Robust Generalized Category Discovery CVPR 2026 Tears or Cheers? Benchmarking LLMs via Culturally Elicited Distinct Affective Responses ACL 2026 Thinking in Uncertainty: Mitigating Hallucinations in MLRMs with Latent Entropy-Aware Decoding CVPR 2026 Towards Efficient Medical Reasoning with Minimal Fine-Tuning Data CVPR 2026 Virtual Full-stack Scanning of Brain MRI via Imputing Any Quantised Code CVPR 2026 Controllable Skin Synthesis via Lesion-Focused Vector Autoregression Model MICCAI 2025 Delving into Out-of-Distribution Detection with Medical Vision-Language Models MICCAI 2025 Derm1M: A Million-scale Vision-Language Dataset Aligned with Clinical Ontology Knowledge for Dermatology ICCV 2025 Enhancing Interpretable Image Classification Through LLM Agents and Conditional Concept Bottleneck Models ACL 2025 HGCLIP: Exploring Vision-Language Models with Graph Representations for Hierarchical Understanding COLING 2025 Knowledge Tree Driven Contextualized Instruction Tuning of Foundation Models for Epilepsy Drug Recommendation MICCAI 2025 Local Masked Reconstruction for Efficient Self-Supervised Learning on High-Resolution Images WACV 2025 MAKE: Multi-Aspect Knowledge-Enhanced Vision-Language Pretraining for Zero-shot Dermatological Assessment MICCAI 2025 MMRC: A Large-Scale Benchmark for Understanding Multimodal Large Language Model in Real-World Conversation ACL 2025 MSWAL: 3D Multi-class Segmentation of Whole Abdominal Lesions Dataset MICCAI 2025 Neighbor Does Matter: Density-Aware Contrastive Learning for Medical Semi-supervised Segmentation AAAI 2025 OphCLIP: Hierarchical Retrieval-Augmented Learning for Ophthalmic Surgical Video-Language Pretraining ICCV 2025 Ophora: A Large-Scale Data-Driven Text-Guided Ophthalmic Surgical Video Generation Model MICCAI 2025 Robust Multimodal Learning for Ophthalmic Disease Grading via Disentangled Representation MICCAI 2025 Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding CVPR 2025 SynFER: Towards Boosting Facial Expression Recognition with Synthetic Data ICCV 2025 Toward Modality Gap: Vision Prototype Learning for Weakly-supervised Semantic Segmentation with CLIP AAAI 2025 Towards Realistic Semi-supervised Medical Image Classification AAAI 2025 WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification EMNLP 2025 CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models NeurIPS 2024 Combining Graph Transformers Based Multi-Label Active Learning and Informative Data Augmentation for Chest Xray Classification AAAI 2024 Diversified and Personalized Multi-rater Medical Image Segmentation CVPR 2024 EventRPG: Event Data Augmentation with Relevance Propagation Guidance ICLR 2024 Fundus2Video: Cross-Modal Angiography Video Generation from Static Fundus Photography with Clinical Knowledge Guidance MICCAI 2024 Generalizing to Unseen Domains in Diabetic Retinopathy with Disentangled Representations MICCAI 2024 Hunting Attributes: Context Prototype-Aware Learning for Weakly Supervised Semantic Segmentation CVPR 2024 LMPT: Prompt Tuning with Class-Specific Embedding Loss for Long-Tailed Multi-Label Visual Recognition ACL 2024 OphNet: A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding ECCV 2024 TP-DRSeg: Improving Diabetic Retinopathy Lesion Segmentation with Explicit Text-Prompts Assisted SAM MICCAI 2024 Universal Semi-Supervised Learning for Medical Image Classification MICCAI 2024 NurViD: A Large Expert-Level Video Database for Nursing Procedure Activity Understanding NeurIPS 2023 Towards Trustable Skin Cancer Diagnosis via Rewriting Model's Decision CVPR 2023 Trainable Prototype Enhanced Multiple Instance Learning for Whole Slide Image Classification MIDL 2023 Unsupervised Domain Adaptation for Medical Image Segmentation by Selective Entropy Constraints and Adaptive Semantic Alignment AAAI 2023 Implicit Motion Handling for Video Camouflaged Object Detection CVPR 2022 Learning Network Architecture for Open-Set Recognition AAAI 2022 MR Image Super Resolution By Combining Feature Disentanglement CNNs and Vision Transformers MIDL 2022 Node Representation Learning in Graph via Node-to-Neighbourhood Mutual Information Maximization CVPR 2022 Robust early-learning: Hindering the memorization of noisy labels ICLR 2021 Vision-Language Navigation With Random Environmental Mixup ICCV 2021 Differentiable Neural Architecture Search in Equivalent Space with Exploration Enhancement NeurIPS 2020 Hierarchical Neural Architecture Search for Deep Stereo Matching NeurIPS 2020 ZSTAD: Zero-Shot Temporal Activity Detection CVPR 2020