ZL
Zaiyi Liu
cs.CVBreast NeoplasmsColorectal NeoplasmsDeep Learningeess.IVMagnetic Resonance ImagingTomography, X-Ray ComputedDeep learningLung Neoplasmsradiomics
On Valency
published · living versionsW_btf2nzmd·v1 · currentpublished
RapidMitDet: Boosting Computational Efficiency for Mitosis Detection via Magnification Alignment
with Longfei Wang, Jiatai Lin, Junyu Guo, Chaoqun Chen +10
1 version
Preprints & journals
281 papers in the corpus · 2008–2026Unsupervised motion artifact purification guided by joint prior from pixel and k-space domains.42715697 · Xu, Jiahua, Zhou, Dawei, Hu, Lei et al.2026 · 0 citationsNeural networks : the official journal of the International Neural Network Society. 2027;205(Pt C):109573
Deciphering Colorectal Liver Metastasis Perfusion Heterogeneity: Identification of Distinct Vascular Phenotypes through High-Lateral-Resolution Photoacoustic Microscopy.42429583 · Wang, Kuanhong, Xie, Chenyi, Wu, Manqi et al.2026 · 1 citationRadiology. Imaging cancer. 2026;8(4):e250523
Boundary-Aware Spectral and Morphological Guidance Method for Feature-Driven Colorectal Cancer Segmentation.42329941 · Lei, Pengquan, Hu, Hengxiao, Li, Suyun et al.2026 · 0 citationsIEEE transactions on medical imaging. 2026;45(8):4559-4578
Network model for alignment, stitching and slice-to-volume 3D reconstruction of large-scale spatially resolved slices.41862490 · Wang, Yu, Liu, Zaiyi, Ma, Xiaoke2026 · 0 citationsNature communications. 2026;17(1)
STFNet: A spatial-temporal feature aggregation network for breast lesion segmentation in ultrasound videos.41865714 · Fan, Chuansong, Wu, Lei, Liu, Yu et al.2026 · 0 citationsComputerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society. 2026;130:102754
An interpretable AI system reduces false-positive MRI diagnoses by stratifying high-risk breast lesions.41629316 · Liang, Yanting, Wei, Zhitao, Dai, Yi et al.2026 · 4 citationsNature communications. 2026;17(1)
Pathogenomic analysis reveals clinically relevant epithelial-mesenchymal plasticity in esophageal squamous cell carcinoma.41608573 · Chen, Ruzhen, Xie, Chenyi, Ning, Ziyu et al.2026 · 1 citationTheranostics. 2026;16(7):3870-3891
DPSeg: Differentiated Perception Medical Image Segmentation via Context-Aware Compensation and Stratified Uncertainty Attention.42912527 · Gu, Guosheng, Jiang, Qian, Zhang, Jian et al.2026 · 0 citationsIEEE transactions on image processing : a publication of the IEEE Signal Processing Society. 2026;35:11255-11269
Multilevel Prognostic Markers of Baseline CCTA for Major Adverse Cardiovascular Events After Percutaneous Coronary Intervention.41402180 · Ye, Weitao, Lu, Xiaozhao, Li, Zeliang et al.2026 · 0 citationsAcademic radiology. 2026;33(4):1533-1544
Development and validation of a CT-based online calculator for prognosis and postoperative adjuvant transcatheter arterial chemoembolization benefit prediction in resected hepatocellular carcinoma: a multicenter retrospective cohort study.41376483 · Li, Xinming, Liang, Xiangjing, Chen, Shuting et al.2025 · 3 citationsInternational journal of surgery (London, England). 2025
Cell2Spatial is a computational framework that maps single cells to spatial transcriptomic spots to reconstruct tissue architecture.41248160 · Li, Huamei, Liu, Jingchao, Wang, Guige et al.2025 · 0 citationsPLoS biology. 2025;23(11):e3003477
Automated segmentation of esophageal squamous cell carcinoma in contrast-enhanced free-breathing 3D-GRE: a comparative study of UNet, nnUNet, and UMamba for tumor delineation.41219837 · Han, Binbin, Chu, Funing, Shi, Liyi et al.2025 · 3 citationsBMC medical imaging. 2025;25(1):457
AI-derived longitudinal and multi-dimensional CT classifier for non-small cell lung cancer to optimize neoadjuvant chemoimmunotherapy decision: a multicentre retrospective study.41127561 · Ye, Guanchao, Wei, Zhitao, Han, Chu et al.2025 · 16 citationsEClinicalMedicine. 2025;89:103551
Application of Large Language Models in TN Staging and Treatment Response Evaluation for Patients With Nasopharyngeal Carcinoma: A Comparative Performance Analysis of ChatGPT-4o-Latest and DeepSeek-V3-0324.41045017 · Yang, Yifan, Yang, Fan, Xiao, Shengsheng et al.2025 · 3 citationsJournal of magnetic resonance imaging : JMRI. 2025;62(6):1793-1801
Dolphin v1.0 Technical Report2509.25748v3 · Taohan Weng, Kaibing Hu, Henan Liu et al.2025 · 0 citationsarXiv
AI-driven MRI biomarker for triple-class HER2 expression classification in breast cancer: a large-scale multicenter study.41013591 · Wong, Chinting, Yang, Qi, Liang, Yanting et al.2026 · 4 citationsBreast cancer research : BCR. 2025;27(1):166
Erratum: Chinese expert consensus on imaging assessment of pancreatic ductal adenocarcinoma (PDAC) resectability.40978544 · Xue, Huadan, He, Ming, Liu, Zaiyi et al.2026 · 0 citationsJournal of pancreatology. 2025;8(3):212
Deep learning-based prediction of axillary pathological complete response in patients with breast cancer using longitudinal multiregional ultrasound.40876229 · Liu, Yu, Wang, Ying, Huang, Jiaxin et al.2025 · 16 citationsEBioMedicine. 2025;119:105896
Development of a multi-feature predictive model for risk stratification in stage IB-IIA non-small cell lung cancer: a multicenter analysis.40902436 · Zhong, Xiaomei, Lin, Huan, Zhang, Rong et al.2025 · 2 citationsEuropean journal of radiology. 2025;192:112379
Advanced brain aging, selective vulnerability in gray matter, and cognition in Parkinson's disease.40493890 · Cai, Mengfei, He, Chentao, Li, Hao et al.2025 · 6 citationsThe journals of gerontology. Series A, Biological sciences and medical sciences. 2025;80(9)
Development and validation of interpretable machine learning model for pre-treatment predicting the response to targeted and immune therapy in hepatocellular carcinoma.40818216 · Huang, Runqian, Liu, Kaicai, Yan, Lifen et al.2025 · 6 citationsEuropean journal of radiology. 2025;191:112353
Immunophenotype-guided interpretable radiomics model for predicting neoadjuvant anti-PD-1 response in stage III-IV d-MMR/MSI-H colorectal cancer.40759438 · Zhang, Yiwen, Zhang, Xuan, Zhong, Xi et al.2025 · 15 citationsJournal for immunotherapy of cancer. 2025;13(8)
Baseline and Early Treatment MRI Model for Predicting Complete Pathologic Response to Neoadjuvant Chemoimmunotherapy in Patients With Triple-Negative Breast Cancer.40736162 · Liu, Bin, Wu, Lei, Liu, Chunling et al.2025 · 6 citationsAJR. American journal of roentgenology. 2025;225(5):e2533178
Multimodal prediction based on ultrasound for response to neoadjuvant chemotherapy in triple negative breast cancer.40715366 · Lyu, Maohua, Yi, Shouheng, Li, Chunyan et al.2025 · 7 citationsNPJ precision oncology. 2025;9(1):259
Early warning and stratification of the elderly cardiopulmonary dysfunction-related diseases: multicentre prospective study protocol.40617621 · Zhou, Xiuxiu, Jin, Qianxi, Xia, Yi et al.2025 · 1 citationBMJ open. 2025;15(7):e094015
Value of 18F-FDG PET metabolic parameters combined with the dynamic monitoring of molecular residual disease (MRD) in predicting the prognosis of non-small-cell lung cancer after surgery.40627925 · Cheng, You, Huang, Guo-Jian, Chen, Xiao-Bo et al.2025 · 1 citationLung cancer (Amsterdam, Netherlands). 2025;206:108660
Multitask Deep Learning Based on Longitudinal CT Images Facilitates Prediction of Lymph Node Metastasis and Survival in Chemotherapy-Treated Gastric Cancer.40305075 · Qiu, Bingjiang, Zheng, Yunlin, Liu, Shunli et al.2025 · 22 citationsCancer research. 2025;85(13):2527-2536
Cerebellar large-scale network connectivity in Parkinson's disease: associations with emotion, cognition, and aging effects.40478406 · He, Chentao, Chen, Zhenzhen, Cai, Mengfei et al.2025 · 3 citationsBrain imaging and behavior. 2025;19(5):991-1001
Impaired glymphatic function contributes to high-frequency attacks in patients with episodic migraine.40461958 · Cai, Xin, Sun, Wei, Cai, Mengfei et al.2025 · 19 citationsThe journal of headache and pain. 2025;26(1):132
Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models2505.04921v2 · Yunxin Li, Zhenyu Liu, Zitao Li et al.2025 · 1 citationarXiv
Structure-Accurate Medical Image Translation via Dynamic Frequency Balance and Knowledge Guidance2504.09441v2 · Jiahua Xu, Dawei Zhou, Lei Hu et al.2025 · 0 citationsarXiv
Improving radiologists' diagnostic accuracy for lymphovascular invasion in colorectal cancer: insights from a multicenter CT-based study.40208287 · Diao, Wenjun, Hou, Kaiqi, Chen, Xiaobo et al.2025 · 1 citationAbdominal radiology (New York). 2025;50(10):4541-4552
Towards Computation- and Communication-efficient Computational Pathology2504.02628v2 · Chu Han, Bingchao Zhao, Jiatai Lin et al.2025 · 0 citationsarXiv
Prognostic Value of 18 F-FDG PET/CT Metabolic Parameters in Resectable Non-small Cell Lung Cancer Treated With Neoadjuvant Immunotherapy Plus Chemotherapy.40108723 · Cheng, You, Jiang, Zhen-Peng, Chen, Xiao-Bo et al.2025 · 14 citationsClinical nuclear medicine. 2025;50(6):e344-e351
MuCST: restoring and integrating heterogeneous morphology images and spatial transcriptomics data with contrastive learning.40082941 · Wang, Yu, Liu, Zaiyi, Ma, Xiaoke2025 · 9 citationsGenome medicine. 2025;17(1):21
Prognostic and predictive values of a multimodal nomogram incorporating tumor and peritumor morphology with immune status in resectable lung adenocarcinoma.40050046 · Lin, Huan, Hua, Junjie, Wang, Yumeng et al.2025 · 20 citationsJournal for immunotherapy of cancer. 2025;13(3)
Rethinking mitosis detection: Towards diverse data and feature representation for better domain generalization.40049058 · Lin, Jiatai, Wang, Hao, Li, Danyi et al.2025 · 2 citationsArtificial intelligence in medicine. 2025;163:103097
A Multidimensional Regression Model for Predicting Recurrence in Chronic Low Back Pain.39902807 · Huang, Yilong, Li, Chunli, Chen, Jiaxin et al.2025 · 5 citationsEuropean journal of pain (London, England). 2025;29(3):e4793
Development and evaluation of the mrTE scoring system for MRI-detected tumor deposits and extramural venous invasion in rectal cancer.39954064 · Huang, Haitao, Xu, Weixiong, Feng, Lili et al.2025 · 5 citationsAbdominal radiology (New York). 2025;50(9):3950-3961
Multimodal radiopathological integration for prognosis and prediction of adjuvant chemotherapy benefit in resectable lung adenocarcinoma: A multicentre study.39954935 · Lin, Huan, Hua, Junjie, Gong, Zhengze et al.2025 · 27 citationsCancer letters. 2025;616:217557
Multiparameter body composition analysis on chest CT predicts clinical outcomes in resectable non-small cell lung cancer.39912982 · Huang, Yilong, Cun, Hanxue, Mou, Zhanglin et al.2025 · 21 citationsInsights into imaging. 2025;16(1):32
Correction: Artificial intelligence for quantifying immune infiltrates interacting with stroma in colorectal cancer.39885533 · Yang, Jing, Ye, Huifen, Fan, Xinjuan et al.2025 · 0 citationsJournal of translational medicine. 2025;23(1):140
BEEx Is an Open-Source Tool That Evaluates Batch Effects in Medical Images to Enable Multicenter Studies.39661030 · Wu, Yuxin, Xu, Xiongjun, Cheng, Yuan et al.2025 · 1 citationCancer research. 2025;85(2):218-230
When multiple instance learning meets foundation models: Advancing histological whole slide image analysis.39842326 · Xu, Hongming, Wang, Mingkang, Shi, Duanbo et al.2025 · 29 citationsMedical image analysis. 2025;101:103456
Motion Artifact Removal in Pixel-Frequency Domain via Alternate Masks and Diffusion Model2412.07590v2 · Jiahua Xu, Dawei Zhou, Lei Hu et al.2024 · 3 citationsarXiv
Domain generalization for mammographic image analysis with contrastive learning.39657447 · Li, Zheren, Cui, Zhiming, Zhang, Lichi et al.2025 · 10 citationsComputers in biology and medicine. 2025;185:109455
AI-based tumor-infiltrating lymphocyte scoring system for assessing HCC prognosis in patients undergoing liver resection.39927235 · Chen, Zhiyang, Xie, Tingting, Chen, Shuting et al.2025 · 14 citationsJHEP reports : innovation in hepatology. 2025;7(2):101270
An explainable longitudinal multi-modal fusion model for predicting neoadjuvant therapy response in women with breast cancer.39511143 · Gao, Yuan, Ventura-Diaz, Sofia, Wang, Xin et al.2024 · 92 citationsNature communications. 2024;15(1):9613
Comparative analysis of tertiary lymphoid structures for predicting survival of colorectal cancer: a whole-slide images-based study.39582837 · He, Ming, Ye, Huifen, Liu, Liu et al.2024 · 11 citationsPrecision clinical medicine. 2024;7(4):pbae030
Association of Perioperative Skeletal Muscle Index Change With Outcome in Colorectal Cancer Patients.39360467 · Li, Zhenhui, Yan, Guanghong, Liu, Mengmei et al.2024 · 14 citationsJournal of cachexia, sarcopenia and muscle. 2024;15(6):2519-2535
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