Selected Publications
2024
Journal Papers
Infproto-powered Adaptive Classifier and Agnostic Feature Learning for Single Domain Generalization in Medical Images
Xiaoqing Guo, Jie Liu, Yixuan Yuan.
International Journal of Computer Vision (IJCV), 2024
Disentangle Then Calibrate with Gradient Guidance: A Unified Framework for Common and Rare Disease Diagnosis
Yuanyuan Chen, Xiaoqing Guo, Yong Xia, Yixuan Yuan.
IEEE Transactions on Medical Imaging (IEEE TMI), 2024
Integrated Lithium Niobate Microwave Photonic Processing Engine [CityU News]
Hanke Feng*, Tong Ge*, Xiaoqing Guo, Benshan Wang, Yiwen Zhang, Zhaoxi Chen, Sha Zhu, Ke Zhang, Wenzhao Sun, Chaoran Huang, Yixuan Yuan, Cheng Wang.
Nature, 2024
Dynamic Attribute-guided Few-shot Open-set Network for Medical Image Diagnosis
Yiwen Luo, Xiaoqing Guo, Li Liu, Yixuan Yuan.
Expert Systems With Applications, 2024
Conference Papers
MMSummary: Multimodal Summary Generation for Fetal Ultrasound Video
Xiaoqing Guo, Qianhui Men, Alison Noble.
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2024), Marrakesh, Morocco.
Pose-GuideNet: Automatic Scanning Guidance for Fetal Head Ultrasound from Pose Estimation
Qianhui Men, Xiaoqing Guo, Aris Papageorghiou, Alison Noble.
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2024), Marrakesh, Morocco.
IterMask^2: Iterative Unsupervised Anomaly Segmentation via Spatial and Frequency Masking for Brain Lesions in MRI [code] (Early Accept, Oral)
Ziyun Liang, Xiaoqing Guo, Alison Noble, Konstantinos Kamnitsas.
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2024), Marrakesh, Morocco.
Diversified and Personalized Multi-rater Medical Image Segmentation [code] (Highlight)
Yicheng Wu, Xiangde Luo, Zhe Xu, Xiaoqing Guo, Lie Ju, Zongyuan Ge, Wenjun Liao, Jianfei Cai.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2024), Seattle, USA.
2023
Journal Papers
Handling Open-set Noise and Novel Target Recognition in Domain Adaptive Semantic Segmentation [code]
Xiaoqing Guo, Jie Liu, Tongliang Liu, Yixuan Yuan.
IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), 2023
Dynamic Feature Splicing for Few-Shot Rare Disease Diagnosis
Yuanyuan Chen*, Xiaoqing Guo*, Yongsheng Pan, Yong Xia, Yixuan Yuan. (* indicates equal contribution)
Medical Image Analysis (MedIA), 2023
Conference Papers
Novel Scenes & Classes: Towards Adaptive Open-set Object Detection [code] (Oral)
Wuyang Li, Xiaoqing Guo, Yixuan Yuan.
IEEE International Conference on Computer Vision (ICCV 2023), Paris, France.
2022
Journal Papers
Semantic-oriented Labeled-to-unlabeled Distribution Translation for Image Segmentation [code][知乎]
Xiaoqing Guo, Jie Liu, Yixuan Yuan.
IEEE Transactions on Medical Imaging (IEEE TMI), 2022
Non-equivalent Images and Pixels: Confidence-aware Resampling with Meta-learning Mixup for Polyp Segmentation
Xiaoqing Guo, Zhen Chen, Jun Liu, Yixuan Yuan.
Medical Image Analysis (MedIA), 2022
D2-Net: Dual Disentanglement Network for Brain Tumor Segmentation with Missing Modalities [code]
Qiushi Yang, Xiaoqing Guo, Zhen Chen, Peter Y. M. Woo, Yixuan Yuan.
IEEE Transactions on Medical Imaging (IEEE TMI), 2022
Graph-based Surgical Instrument Adaptive Segmentation via Domain-Common Knowledge [code]
Jie Liu, Xiaoqing Guo, Yixuan Yuan.
IEEE Transactions on Medical Imaging (IEEE TMI), 2022
Source Free Domain Adaptation for Medical Image Segmentation with Fourier Style Mining [code]
Chen Yang, Xiaoqing Guo, Zhen Chen, Yixuan Yuan.
Medical Image Analysis (MedIA), 2022
Conference Papers
SimT: Handling Open-set Noise for Domain Adaptive Semantic Segmentation [code][知乎]
Xiaoqing Guo, Jie Liu, Tongliang Liu, Yixuan Yuan.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2022), New Orleans, Louisiana, USA.
Joint Class-Affinity Loss Correction for Robust Medical Image Segmentation with Noisy Labels [code]
Xiaoqing Guo, Yixuan Yuan.
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2022), Singapore.
Unknown-Oriented Learning for Open Set Domain Adaptation
Jie Liu, Xiaoqing Guo, Yixuan Yuan.
European Conference on Computer Vision (ECCV 2022), Tel-Aviv.
Disentangle then Calibrate: Selective Treasure Sharing for Generalized Rare Disease Diagnosis (Early Accept)
Yuanyuan Chen, Xiaoqing Guo, Yong Xia, Yixuan Yuan.
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2022), Singapore.
2021
Journal Papers
Learn to Threshold: ThresholdNet with Confidence-Guided Manifold Mixup for Polyp Segmentation [code] [MICS中文推送]
Xiaoqing Guo, Chen Yang, Yajie Liu, Yixuan Yuan.
IEEE Transactions on Medical Imaging (IEEE TMI), 2021
Dynamic-weighting Hierarchical Segmentation Network for Medical Images [code]
Xiaoqing Guo, Chen Yang, Yixuan Yuan.
Medical Image Analysis (MedIA), 2021
Super-Resolution Enhanced Medical Image Diagnosis with Sample Affinity Interaction [code]
Zhen Chen, Xiaoqing Guo, Peter Y. M. Woo, Yixuan Yuan.
IEEE Transactions on Medical Imaging (IEEE TMI), 2021
Consolidated Domain Adaptive Detection and Localization Framework for Cross-device Colonoscopic Images [code] [video]
Xinyu Liu, Xiaoqing Guo, Yajie Liu, Yixuan Yuan.
Medical Image Analysis (MedIA), 2021
Mutual-Prototype Adaptation for Cross-Domain Polyp Segmentation [code]
Chen Yang, Xiaoqing Guo, Meilu Zhu, Bulat Ibragimov, Yixuan Yuan.
IEEE Journal of Biomedical and Health Informatics (JBHI), 2021
A Morphometric Analysis of Commonly Used Craniometric Approaches for Freehand Ventriculoperitoneal Shunting
Peter Y. M. Woo, Desiree KK Wong, Yixuan Yuan, Xiaoqing Guo, Michael KW See, Matthew Tam, Alain KS Wong, Kwong-Yau Chan.
Operative Neurosurgery, 2021
Conference Papers
MetaCorrection: Domain-aware Meta Loss Correction for Unsupervised Domain Adaptation in Semantic Segmentation [code] [video] [MICS中文推送]
Xiaoqing Guo*, Chen Yang*, Baopu Li, Yixuan Yuan. (* indicates equal contribution)
IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2021), Virtual.
COINet: Adaptive Segmentation with Co-Interactive Network for Autonomous Driving
Jie Liu, Xiaoqing Guo, Baopu Li, Yixuan Yuan.
IEEE International Conference on Intelligent Robots and Systems (IROS 2021), Prague, Czech Republic.
Prototypical Interaction Graph for Unsupervised Domain Adaptation in Surgical Instrument Segmentation [code] [video] (Early Accept)
Jie Liu, Xiaoqing Guo, Yixuan Yuan.
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2021), Strasbourg, France.
Joint Polyp Detection and Segmentation with Heterogeneous Endoscopic Data
Wuyang Li, Chen Yang, Jie Liu, Xinyu Liu, Xiaoqing Guo, Yixuan Yuan.
The 3rd International Endoscopy Computer Vision Challenge and Workshop (EndoCV) of ISBI 2021, Nice, France. (Ranked 1st place in polyp detection)
Before 2021
Journal Papers
Semi-supervised WCE Image Classification with Adaptive Aggregated Attention [code]
Xiaoqing Guo, Yixuan Yuan.
Medical Image Analysis (MedIA), 2020
RNN-stega: Linguistic steganography based on recurrent neural networks [code]
Zhongliang Yang, Xiaoqing Guo, Ziming Chen, Yongfeng Huang, Yujin Zhang.
IEEE Transactions on Information Forensics and Security (IEEE TIFS), 2018
Conference Papers
Triple ANet: Adaptive Abnormal-aware Attention Network for WCE Image Classification [code] (Early Accept)
Xiaoqing Guo, Yixuan Yuan.
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2019), Shenzhen, China.
Complementary Network with Adaptive Receptive Fields for Melanoma Segmentation [code]
Xiaoqing Guo, Zhen Chen, Yixuan Yuan.
IEEE International Symposium on Biomedical Imaging (ISBI 2020), Iowa City, Iowa, USA.
Domain Knowledge Based Brain Tumor Segmentation and Overall Survival Prediction
Xiaoqing Guo, Chen Yang, Pak Lun Lam, Peter Y. M. Woo, Yixuan Yuan.
Brain Lesion (BrainLes) workshop of MICCAI 2019, Shenzhen, China.
Joint Spatial-Wavelet Dual-Stream Network for Super-Resolution [code] (Early Accept)
Zhen Chen, Xiaoqing Guo, Chen Yang, Bulat Ibragimov, Yixuan Yuan.
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2020), Lima, Peru.
Prostate Segmentation with Encoder-Decoder Densely Connected Convolutional Network (ED-DenseNet)
Yixuan Yuan, Wenjian Qin, Xiaoqing Guo, Mark Buyyounouski, Steve Hancock, Bin Han, Lei Xing.
IEEE International Symposium on Biomedical Imaging (ISBI 2019), Venice, Italy.