Xinyu Liu 刘新宇

Full Publications:

Legend: Journal Conference

2026

• [CRM'26] Xinyu Liu, Kuo Feng Hung, Weihao Yu, Ray Anthony W T Ng, Wuyang Li, Tianye Niu, Hui Chen, Yixuan Yuan. "Developing and Evaluating Multimodal Large Language Model for Orthopantomography Analysis to Support Clinical Dentistry", Cell Reports Medicine, 2026. Paper
• [AAAIW'26] Xinyu Liu, Guolei Sun. "DINO-Mix: Distilling Foundational Knowledge with Cross-Domain CutMix for Semi-supervised Class-imbalanced Medical Image Segmentation", AAAI Workshop on Artificial Intelligence with Biased or Scarce Data (AIBSD), 2026.

2025

• [ICCV'25] Xinyu Liu, Guolei Sun, Cheng Wang, Yixuan Yuan, Ender Konukoglu. "MedVSR: Medical Video Super-Resolution with Cross State-Space Propagation", International Conference on Computer Vision (ICCV), 2025.
• [MICCAI'25] Xinyu Liu, Hengyu Liu, Cheng Wang, Tianming Liu, Yixuan Yuan. "EndoGen: Conditional Autoregressive Endoscopic Video Generation", International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025. Paper · Code
• [TPAMI'25] Xinyu Liu, Zhen Chen, Wuyang Li, Chenxin Li, Yixuan Yuan. "Harnessing Lightweight Transformer With Contextual Synergic Enhancement for Efficient 3D Medical Image Segmentation", IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025.
• [AAAI'25] Chenxin Li*, Xinyu Liu*, Wuyang Li*, Cheng Wang*, Hengyu Liu, Yifan Liu, Zhen Chen, Yixuan Yuan. "U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation", AAAI Conference on Artificial Intelligence (AAAI), 2025. Paper · Code
• [ICCV'25] Chenxin Li, Yifan Liu, Xinyu Liu, Wuyang Li, Hengyu Liu, Cheng Wang, Weihao Yu, Yunlong Lin, Yixuan Yuan. "InfoBridge: Balanced Multimodal Fusion by Maximizing Cross-modal Conditional Mutual Information", International Conference on Computer Vision (ICCV), 2025.
• [ICCV'25] Weihao Yu, Xiaoqing Guo, Xinyu Liu, Yifan Liu, Hao Zheng, Yawen Huang, Yixuan Yuan. "GaussianReg: Rapid 2D/3D Registration for Emergency Surgery via Explicit 3D Modeling with Gaussian Primitives", International Conference on Computer Vision (ICCV), 2025.
• [MedIA'25] Zhen Chen, Qing Xu, Xinyu Liu, Yixuan Yuan. "UN-SAM: Domain-adaptive Self-prompt Segmentation for Universal Nuclei Images", Medical Image Analysis (MedIA), 2025. Paper · Code
• [TMI'25] Weihao Yu, Xiaoqing Guo, Wuyang Li, Xinyu Liu, Hui Chen, Yixuan Yuan. "ToothMaker: Realistic Panoramic Dental Radiograph Generation via Disentangled Control", IEEE Transactions on Medical Imaging (TMI), 2025.
• [MICCAI'25] Yifan Liu, Chen Yang, Weihao Yu, Xinyu Liu, Hui Chen, Max Q-H Meng, Yixuan Yuan. "STEAM: Self-supervised TEeth Analysis and Modeling for Point Cloud Segmentation", International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025.
• [CVPR'25] Yuzhi Huang, Chenxin Li, Haitao Zhang, Zixu Lin, Yunlong Lin, Hengyu Liu, Wuyang Li, Xinyu Liu, Jiechao Gao, Yue Huang, Xinghao Ding, Yixuan Yuan. "Track Any Anomalous Object: A Granular Video Anomaly Detection Pipeline", IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025.

2024

• [MICCAI'24] Xinyu Liu*, Zhen Chen*. "MOST: Multi-Formation Soft Masking for Semi-Supervised Medical Image Segmentation", International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024. Paper · Code
• [MICCAI'24] Xinyu Liu, Wuyang Li, Yixuan Yuan. "DiffRect: Latent Diffusion Label Rectification for Semi-supervised Medical Image Segmentation", International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024. Paper · Code
• [ECCV'24] Wuyang Li, Xinyu Liu, Jiayi Ma, Yixuan Yuan. "CLIFF: Continual Latent Diffusion for Open-Vocabulary Object Detection", European Conference on Computer Vision (ECCV), 2024. Paper · Code
• [ECCV'24] Chenxin Li, Xinyu Liu*, Cheng Wang*, Yifan Liu, Weihao Yu, Jing Shao, Yixuan Yuan. "GTP-4o: Modality-prompted Heterogeneous Graph Learning for Omni-modal Biomedical Representation", European Conference on Computer Vision (ECCV), 2024. Paper · Code
• [MICCAI'24] Wuyang Li, Xinyu Liu, Qiushi Yang, Yixuan Yuan. "From Static to Dynamic Diagnostics: Boosting Medical Image Analysis via Motion-Informed Generative Videos", International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024. Paper · Code
• [BIBM'24] Cheng Wang*, Xinyu Liu*, Chenxin Li, Yifan Liu, Yixuan Yuan. "PV-SSM: Exploring Pure Visual State Space Model for High-dimensional Medical Data Analysis", IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2024.
• [MICCAI'24] Chenxin Li*, Hengyu Liu*, Yifan Liu*, Brandon Y. Feng, Wuyang Li, Xinyu Liu, Zhen Chen, Jing Shao, Yixuan Yuan. "Endora: Video Generation Models as Endoscopy Simulators", International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024. Paper · Code
• [NeurIPS'24] Chenxin Li, Wuyang Li, Hengyu Liu, Xinyu Liu, Qing Xu, Zhen Chen, Yue Huang, Yixuan Yuan. "Flaws can be applause: Unleashing potential of segmenting ambiguous objects in SAM", Advances in Neural Information Processing Systems (NeurIPS), 2024.
• [TMI'24] Zhibin He, Wuyang Li, Yifan Liu, Xinyu Liu, Junwei Han, Tuo Zhang, Yixuan Yuan. "FM-APP: Foundation Model for Any Phenotype Prediction via fMRI to sMRI Knowledge Transfer", IEEE Transactions on Medical Imaging (TMI), 2024. Paper · Code
• [ICONIP'24] Kunrong Li, Xinyu Liu, Zhen Chen. "Semantic consistency regularization with large language models for semi-supervised sentiment analysis", International Conference on Neural Information Processing (ICONIP), 2024.
• [JDR'24] Yifan Liu, Xinyu Liu, Chen Yang, Yanqi Yang, Hui Chen, Yixuan Yuan. "Geo-Net: Geometry-Guided Pretraining for Tooth Point Cloud Segmentation", Journal of Dental Research (JDR), 2024.

2023

• [CVPR'23] Xinyu Liu, Houwen Peng, Ningxin Zheng, Yuqing Yang, Han Hu, Yixuan Yuan. "EfficientViT: Memory Efficient Vision Transformer with Cascaded Group Attention", IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023. Paper · Code
• [IJCV'23] Xinyu Liu, Baopu Li, Zhen Chen, Yixuan Yuan. "Generalized Gradient Flow Based Saliency for Pruning Deep Convolutional Neural Networks", International Journal of Computer Vision (IJCV), 2023. Paper · Code
• [TNNLS'23] Xinyu Liu, Wuyang Li, Yixuan Yuan. "Decoupled Unbiased Teacher for Source-Free Domain Adaptive Medical Object Detection", IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023. Paper · Code
• [TPAMI'23] Wuyang Li, Xinyu Liu, Yixuan Yuan. "SIGMA++: Improved Semantic-complete Graph Matching for Domain Adaptive Object Detection", IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023. Paper · Code
• [Information Fusion'23] Zhenxiang Xiao, Yuzhong Chen, Junjie Yao, Lu Zhang, Zhengliang Liu, Zihao Wu, Xiaowei Yu, Yi Pan, Lin Zhao, Chong Ma, Xinyu Liu, Wei Liu, Xiang Li, Yixuan Yuan, Dinggang Shen, Dajiang Zhu, Dezhong Yao, Tianming Liu, Xi Jiang. "Instruction-ViT: Multi-modal prompts for instruction learning in vision transformer", Information Fusion, 2023. Paper

2022

• [MICCAI'22] Xinyu Liu, Wuyang Li, Yixuan Yuan. "Intervention & Interaction Federated Abnormality Detection with Noisy Clients", International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022. Paper · Code
• [CVPR'22] Xinyu Liu, Wuyang Li, Qiushi Yang, Baopu Li, Yixuan Yuan. "Towards Robust Adaptive Object Detection under Noisy Annotations", IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022. Paper · Code
• [TMI'22] Xinyu Liu, Yixuan Yuan. "A Source-free Domain Adaptive Polyp Detection Framework with Style Diversification Flow", IEEE Transactions on Medical Imaging (TMI), 2022. Paper · Code
• [MICCAI'22] Qiushi Yang, Xinyu Liu, Zhen Chen, Bulat Ibragimov, Yixuan Yuan. "Semi-supervised Medical Image Classification with Temporal Knowledge-Aware Regularization", International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022. Paper · Code
• [CVPR'22] Wuyang Li, Xinyu Liu, Yixuan Yuan. "SIGMA: Semantic-complete Graph Matching for Domain Adaptive Object Detection", IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022. Paper
• [TMM'22] Wuyang Li, Xinyu Liu, Yixuan Yuan. "SCAN++: Enhanced Semantic Conditioned Adaptation for Domain Adaptive Object Detection", IEEE Transactions on Multimedia (TMM), 2022. Paper · Code
• [AAAI'22] Wuyang Li, Xinyu Liu, Xiwen Yao, Yixuan Yuan. "SCAN: Cross Domain Object Detection with Semantic Conditioned Adaptation", AAAI Conference on Artificial Intelligence (AAAI), 2022. Paper · Code

2021

• [MedIA'21] Xinyu Liu, Xiaoqing Guo, Yajie Liu, Yixuan Yuan. "Consolidated domain adaptive detection and localization framework for cross-device colonoscopic images", Medical Image Analysis (MedIA), 2021. Paper · Code
• [ACM MM'21] Xinyu Liu, Baopu Li, Zhen Chen, Yixuan Yuan. "Exploring Gradient Flow Based Saliency for DNN Model Compression", ACM Multimedia (ACM MM), 2021. Paper · Code
• [IET-CVI'21] Xinyu Liu, Xiaoguang Di. "TanhExp: A Smooth Activation Function with High Convergence Speed for Lightweight Neural Networks", IET Computer Vision (IET-CVI), 2021. Paper
• [EndoCV'21] Wuyang Li, Chen Yang, Jie Liu, Xinyu Liu, Xiaoqing Guo, Yixuan Yuan. "Joint Polyp Detection and Segmentation with Heterogeneous Endoscopic Data", 3rd International Workshop and Challenge on Computer Vision in Endoscopy (EndoCV 2021), in conjunction with the 18th IEEE International Symposium on Biomedical Imaging (ISBI 2021), 2021.

2020

• [GRSL'20] Xinyu Liu, Xiaoguang Di. "Global context parallel attention for anchor-free instance segmentation in remote sensing images", IEEE Geoscience and Remote Sensing Letters (GRSL), 2020.
• [IJRS'20] Xinyu Liu, Xiaoguang Di, Junde Wu, Jiehao Huang. "Vector encoded bounding box regression for detecting remote-sensing objects with anchor-free methods", International Journal of Remote Sensing (IJRS), 2020.