CH
Chu Han
cs.CVBreast Neoplasmseess.IVDeep LearningImage Interpretation, Computer-AssistedImage Processing, Computer-AssistedLung NeoplasmsArtificial intelligenceColorectal NeoplasmsDeep learning
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
61 papers in the corpus · 2019–2026A Magnification Alignment Framework Enables Computation- and Communication-Efficient Computational Pathology.41861284 · Han, Chu, Zhao, Bingchao, Deng, Tianpeng et al.2026 · 0 citationsCancer research. 2026;86(12):3060-3073
QuPaS: SAM-Based Semi-Supervised Histopathological Image Segmentation With Quantum Force Field Finetuning and Adversarial Estimation.41758849 · Feng, Siyang, Pan, Xipeng, Zhang, Weidong et al.2026 · 1 citationIEEE transactions on medical imaging. 2026;45(6):3150-3162
Development and validation of an MRI-based deep learning system for triple-class ER expression classification in breast cancer: a large-scale multicenter study.42163319 · Dai, Yi, Wong, Chinting, Du, Siyao et al.2026 · 0 citationsBMC medicine. 2026;24(1)
Unsupervised single-domain generalization for tissue classification via progressive domain transformation.42096955 · Lin, Jiatai, Li, Qian, Cui, Yanfen et al.2026 · 0 citationsMedical image analysis. 2026;112:104118
FKDNuSeg: Flawless knowledge distillation for lightweight and fast nuclei instance segmentation and classification.42048957 · Zhao, Bingchao, Luo, Jingxin, Lin, Jiatai et al.2026 · 0 citationsMedical image analysis. 2026;112:104089
BLADE: Breast Lesion Analysis with Domain Expertise for DCE-MRI Diagnosis.41984614 · Wei, Zhitao, Dai, Yi, Liang, Yanting et al.2026 · 0 citationsIEEE journal of biomedical and health informatics. 2026;PP
A Retrospective Case Series Reporting the Safety of a Polyvinyl Alcohol (PVA) Composite Filler for Facial Augmentation.41913323 · Wang, Wen-Ting, Ya, Zu-Meng, Pu, Cui-Ling et al.2026 · 1 citationJournal of cosmetic dermatology. 2026;25(4):e70823
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)
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
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
FedBCD: Federated Ultrasound Video and Image Joint Learning for Breast Cancer Diagnosis.40031191 · Deng, Tianpeng, Huang, Chunwang, Cai, Ming et al.2025 · 15 citationsIEEE transactions on medical imaging. 2025;44(6):2395-2407
Towards Computation- and Communication-efficient Computational Pathology2504.02628v2 · Chu Han, Bingchao Zhao, Jiatai Lin et al.2025 · 0 citationsarXiv
A Colorectal Coordinate-Driven Method for Colorectum and Colorectal Cancer Segmentation in Conventional CT Scans.38687670 · Yao, Lisha, Xia, Yingda, Chen, Zhihong et al.2025 · 15 citationsIEEE transactions on neural networks and learning systems. 2025;36(4):7395-7406
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
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
CroMAM: A Cross-Magnification Attention Feature Fusion Model for Predicting Genetic Status and Survival of Gliomas Using Histological Images.39028591 · Guo, Jisen, Xu, Peng, Wu, Yuankui et al.2025 · 6 citationsIEEE journal of biomedical and health informatics. 2024;28(12):7345-7356
FedDBL: Communication and Data Efficient Federated Deep-Broad Learning for Histopathological Tissue Classification.38923486 · Deng, Tianpeng, Huang, Yanqi, Han, Guoqiang et al.2025 · 20 citationsIEEE transactions on cybernetics. 2024;54(12):7851-7864
Non-invasive multimodal CT deep learning biomarker to predict pathological complete response of non-small cell lung cancer following neoadjuvant immunochemotherapy: a multicenter study.39231545 · Ye, Guanchao, Wu, Guangyao, Qi, Yu et al.2024 · 53 citationsJournal for immunotherapy of cancer. 2024;12(9)
Cross-linked Sodium Hyaluronate Gel with PLLA-b-PEG Microsphere for Facial Contouring in Chinese: A Retrospective Study.38995348 · Liao, Zhi-Feng, She, Yu-Hong, Huang, Jian-Mei et al.2024 · 8 citationsAesthetic plastic surgery. 2024;48(21):4252-4261
Protecting Prostate Cancer Classification From Rectal Artifacts via Targeted Adversarial Training.38954559 · Hu, Lei, Zhou, Dawei, Xu, Jiahua et al.2024 · 10 citationsIEEE journal of biomedical and health informatics. 2024;28(7):3997-4009
Deep learning for colorectal cancer detection in contrast-enhanced CT without bowel preparation: a retrospective, multicentre study.38848616 · Yao, Lisha, Li, Suyun, Tao, Quan et al.2024 · 30 citationsEBioMedicine. 2024;104:105183
A computed tomography-based multitask deep learning model for predicting tumour stroma ratio and treatment outcomes in patients with colorectal cancer: a multicentre cohort study.38348900 · Cui, Yanfen, Zhao, Ke, Meng, Xiaochun et al.2024 · 20 citationsInternational journal of surgery (London, England). 2024;110(5):2845-2854
iMD4GC: Incomplete Multimodal Data Integration to Advance Precise Treatment Response Prediction and Survival Analysis for Gastric Cancer2404.01192v1 · Fengtao Zhou, Yingxue Xu, Yanfen Cui et al.2024 · 4 citationsarXiv
FedDUS: Lung tumor segmentation on CT images through federated semi-supervised with dynamic update strategy.38574423 · Wang, Dan, Han, Chu, Zhang, Zhen et al.2024 · 20 citationsComputer methods and programs in biomedicine. 2024;249:108141
Development and Validation of a Deep Learning Model to Reduce the Interference of Rectal Artifacts in MRI-based Prostate Cancer Diagnosis.38446042 · Hu, Lei, Guo, Xiangyu, Zhou, Dawei et al.2024 · 7 citationsRadiology. Artificial intelligence. 2024;6(2):e230362
SwinHR: Hemodynamic-powered hierarchical vision transformer for breast tumor segmentation.38194781 · Zhao, Zhihe, Du, Siyao, Xu, Zeyan et al.2024 · 21 citationsComputers in biology and medicine. 2024;169:107939
Vision Transformers for Computational Histopathology.37478035 · Xu, Hongming, Xu, Qi, Cong, Fengyu et al.2024 · 142 citationsIEEE reviews in biomedical engineering. 2024;17:63-79
BroadCAM: Outcome-agnostic Class Activation Mapping for Small-scale Weakly Supervised Applications2309.03509v1 · Jiatai Lin, Guoqiang Han, Xuemiao Xu et al.2023 · 0 citationsarXiv
A robust and efficient AI assistant for breast tumor segmentation from DCE-MRI via a spatial-temporal framework.37720328 · Zhang, Jiadong, Cui, Zhiming, Shi, Zhenwei et al.2024 · 57 citationsPatterns (New York, N.Y.). 2023;4(9):100826
CKD-TransBTS: Clinical Knowledge-Driven Hybrid Transformer With Modality-Correlated Cross-Attention for Brain Tumor Segmentation.37027751 · Lin, Jianwei, Lin, Jiatai, Lu, Cheng et al.2023 · 227 citationsIEEE transactions on medical imaging. 2023;42(8):2451-2461
Treatment Outcome Prediction for Intracerebral Hemorrhage via Generative Prognostic Model with Imaging and Tabular Data2307.12858v1 · Wenao Ma, Cheng Chen, Jill Abrigo et al.2023 · 13 citationsarXiv
Rethinking Mitosis Detection: Towards Diverse Data and Feature Representation2307.05889v1 · Hao Wang, Jiatai Lin, Danyi Li et al.2023 · 1 citationarXiv
MRI-based Quantification of Intratumoral Heterogeneity for Predicting Treatment Response to Neoadjuvant Chemotherapy in Breast Cancer.37432083 · Shi, Zhenwei, Huang, Xiaomei, Cheng, Ziliang et al.2023 · 256 citationsRadiology. 2023;308(1):e222830
Erratum for: MRI-based Quantification of Intratumoral Heterogeneity for Predicting Treatment Response to Neoadjuvant Chemotherapy in Breast Cancer.37489997 · Shi, Zhenwei, Huang, Xiaomei, Cheng, Ziliang et al.2023 · 18 citationsRadiology. 2023;308(1):e239021
SMILE: Cost-sensitive multi-task learning for nuclear segmentation and classification with imbalanced annotations.37348167 · Pan, Xipeng, Cheng, Jijun, Hou, Feihu et al.2023 · 69 citationsMedical image analysis. 2023;88:102867
HoVer-Trans: Anatomy-Aware HoVer-Transformer for ROI-Free Breast Cancer Diagnosis in Ultrasound Images.37018705 · Mo, Yuhao, Han, Chu, Liu, Yu et al.2023 · 165 citationsIEEE transactions on medical imaging. 2023;42(6):1696-1706
Artificial intelligence-quantified tumour-lymphocyte spatial interaction predicts disease-free survival in resected lung adenocarcinoma: A graph-based, multicentre study.37235970 · Feng, Zhengyun, Lin, Huan, Liu, Zaiyi et al.2023 · 7 citationsComputer methods and programs in biomedicine. 2023;238:107617
Using Machine Learning Methods to Assess Lymphovascular Invasion and Survival in Breast Cancer: Performance of Combining Preoperative Clinical and MRI Characteristics.36797654 · Xu, Zeyan, Xie, Yu, Wu, Lei et al.2023 · 20 citationsJournal of magnetic resonance imaging : JMRI. 2023;58(5):1580-1589
Multi-scale pathology image texture signature is a prognostic factor for resectable lung adenocarcinoma: a multi-center, retrospective study.36517832 · Wang, Yumeng, Pan, Xipeng, Lin, Huan et al.2022 · 18 citationsJournal of translational medicine. 2022;20(1):595
Correction to: MRI characteristics of breast edema for assessing axillary lymph node burden in early-stage breast cancer: a retrospective bicentric study.36074268 · Xu, Zeyan, Ding, Yingying, Zhao, Ke et al.2022 · 0 citationsEuropean radiology. 2022;32(12):8778
Computerized tumor-infiltrating lymphocytes density score predicts survival of patients with resectable lung adenocarcinoma.36505920 · Pan, Xipeng, Lin, Huan, Han, Chu et al.2022 · 37 citationsiScience. 2022;25(12):105605
PDBL: Improving Histopathological Tissue Classification With Plug-and-Play Pyramidal Deep-Broad Learning.35320093 · Lin, Jiatai, Han, Guoqiang, Pan, Xipeng et al.2022 · 56 citationsIEEE transactions on medical imaging. 2022;41(9):2252-2262
Rethinking Annotation Granularity for Overcoming Shortcuts in Deep Learning-based Radiograph Diagnosis: A Multicenter Study.36204545 · Luo, Luyang, Chen, Hao, Xiao, Yongjie et al.2022 · 26 citationsRadiology. Artificial intelligence. 2022;4(5):e210299
Histopathological Tissue Segmentation of Lung Cancer with Bilinear CNN and Soft Attention.35845926 · Xu, Rui, Wang, Zhizhen, Liu, Zhenbing et al.2022 · 20 citationsBioMed research international. 2022;2022:7966553
MRI characteristics of breast edema for assessing axillary lymph node burden in early-stage breast cancer: a retrospective bicentric study.35704112 · Xu, Zeyan, Ding, Yingying, Zhao, Ke et al.2022 · 30 citationsEuropean radiology. 2022;32(12):8213-8225
Automated whole-slide images assessment of immune infiltration in resected non-small-cell lung cancer: towards better risk-stratification.35672787 · Lin, Huan, Pan, Xipeng, Feng, Zhengyun et al.2022 · 16 citationsJournal of translational medicine. 2022;20(1):261
Multi-layer pseudo-supervision for histopathology tissue semantic segmentation using patch-level classification labels.35671591 · Han, Chu, Lin, Jiatai, Mai, Jinhai et al.2022 · 151 citationsMedical image analysis. 2022;80:102487
Meta multi-task nuclei segmentation with fewer training samples.35653901 · Han, Chu, Yao, Huasheng, Zhao, Bingchao et al.2022 · 48 citationsMedical image analysis. 2022;80:102481
Preoperative prediction of intra-tumoral tertiary lymphoid structures based on CT in hepatocellular cancer.35468444 · Li, Pinxiong, Liang, Yun, Zeng, Baozhen et al.2022 · 32 citationsEuropean journal of radiology. 2022;151:110309
RestainNet: a self-supervised digital re-stainer for stain normalization2202.13804v1 · Bingchao Zhao, Jiatai Lin, Changhong Liang et al.2022 · 31 citationsarXiv
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