JH
Junjun He
cs.CVeess.IVcs.AIcs.LGcs.CLAllelesImage Processing, Computer-AssistedGlaucomaImage Interpretation, Computer-AssistedNeural Networks, Computer
On Valency
published · living versionsW_bt9a2shm·v1 · currentpublished
MedVTok: A General-Purpose Medical Visual Tokenizer
with Chenglong Ma, Yuanfeng Ji, Junzhi Ning, Jiyao Liu +16
1 version
Preprints & journals
102 papers in the corpus · 2007–2026SlideChat is a multimodal generative artificial intelligence assistant for whole-slide computational pathology across cancer types.42680939 · Chen, Ying, Ma, Chenglong, Li, Qiongqiong et al.2026 · 1 citationNature cancer. 2026;7(9):1454-1468
HealthFlow: automating electronic health record analysis via a strategically self-evolving multi-agent framework.42660985 · Zhu, Yinghao, Wang, Zixiang, Qi, Yifan et al.2026 · 0 citationsNPJ digital medicine. 2026;9(1)
Performance Gaps and Optimization Strategies in Chinese Medical Large Language Models Based on MedBench: Evaluation Study.42456175 · Jiang, Luyi, Chen, Jiayuan, Lu, Lu et al.2026 · 1 citationJMIR AI. 2026;5:e86864
Brain foundation models with hypergraph dynamic adapter for brain disease analysis.42893336 · Deng, Zhongying, Wang, Haoyu, Huang, Ziyan et al.2026 · 3 citationsPattern recognition. 2026;172:112595
TopoVST: Toward Topology-fidelitous Vessel Skeleton Tracking2603.14909v1 · Yaoyu Liu, Minghui Zhang, Junjun He et al.2026 · 0 citationsarXiv
Open World MRI Reconstruction with Bias-Calibrated Adaptation2603.13466v1 · Jiyao Liu, Shangqi Gao, Lihao Liu et al.2026 · 0 citationsarXiv
DiffM4RI: A Latent Diffusion Model with Modality Inpainting for Synthesizing Missing Modalities in MRI Analysis.40526536 · Ye, Wen, Guo, Zhetao, Ren, Yuxiang et al.2025 · 3 citationsIEEE journal of biomedical and health informatics. 2025;PP
Nanomaterials in gene therapy and genome editing: challenges and emerging directions.41402770 · Jiang, Mingyang, Zhang, Ke, Wang, Zheng et al.2026 · 11 citationsJournal of nanobiotechnology. 2025;24(1):56
A Community Benchmark for the Automated Segmentation of Pediatric Neuroblastoma on Multi-Modal MRI: Design and Results of the SPPIN Challenge at MICCAI 2023.41301113 · Buser, Myrthe A D, Simons, Dominique C, Fitski, Matthijs et al.2025 · 3 citationsBioengineering (Basel, Switzerland). 2025;12(11)
UniGenBench++: A Unified Semantic Evaluation Benchmark for Text-to-Image Generation2510.18701v2 · Yibin Wang, Zhimin Li, Yuhang Zang et al.2025 · 0 citationsarXiv
MedQ-Bench: Evaluating and Exploring Medical Image Quality Assessment Abilities in MLLMs2510.01691v1 · Jiyao Liu, Jinjie Wei, Wanying Qu et al.2025 · 0 citationsarXiv
SegAnyPath: A Foundation Model for Multi- Resolution Stain-Variant and Multi-Task Pathology Image Segmentation.40030236 · Wang, Chong, Wan, Yajie, Li, Shuxin et al.2025 · 10 citationsIEEE transactions on medical imaging. 2025;44(10):3924-3937
SAM-Med3D: A Vision Foundation Model for General-Purpose Segmentation on Volumetric Medical Images.40742874 · Wang, Haoyu, Guo, Sizheng, Ye, Jin et al.2025 · 65 citationsIEEE transactions on neural networks and learning systems. 2025;36(10):17599-17612
A survey for large language models in biomedicine.40997586 · Wang, Chong, Li, Mengyao, He, Junjun et al.2025 · 37 citationsArtificial intelligence in medicine. 2025;170:103268
A Survey of Scientific Large Language Models: From Data Foundations to Agent Frontiers2508.21148v2 · Ming Hu, Chenglong Ma, Wei Li et al.2025 · 1 citationarXiv
Revisiting model scaling with a U-net benchmark for 3D medical image segmentation.40813440 · Huang, Ziyan, Ye, Jin, Wang, Haoyu et al.2025 · 11 citationsScientific reports. 2025;15(1):29795
S2-UniSeg: Fast Universal Agglomerative Pooling for Scalable Segment Anything without Supervision2508.06995v2 · Huihui Xu, Jin Ye, Hongqiu Wang et al.2025 · 1 citationarXiv
HealthFlow: A Self-Evolving AI Agent with Meta Planning for Autonomous Healthcare Research2508.02621v2 · Yinghao Zhu, Yifan Qi, Zixiang Wang et al.2025 · 0 citationsarXiv
Towards Efficient Medical Reasoning with Minimal Fine-Tuning Data2508.01450v3 · Xinlin Zhuang, Feilong Tang, Haolin Yang et al.2025 · 0 citationsarXiv
MedGround-R1: Advancing Medical Image Grounding via Spatial-Semantic Rewarded Group Relative Policy Optimization2507.02994v1 · Huihui Xu, Yuanpeng Nie, Hualiang Wang et al.2025 · 4 citationsarXiv
THE-Tree: Can Tracing Historical Evolution Enhance Scientific Verification and Reasoning?2506.21763v2 · Xin Wang, Jiyao Liu, Yulong Xiao et al.2025 · 1 citationarXiv
HyperPath: Knowledge-Guided Hyperbolic Semantic Hierarchy Modeling for WSI Analysis2506.16398v3 · Peixiang Huang, Yanyan Huang, Weiqin Zhao et al.2025 · 5 citationsarXiv
Unified Medical Image Tokenizer for Autoregressive Synthesis and Understanding2505.19225v2 · Chenglong Ma, Yuanfeng Ji, Jin Ye et al.2025 · 0 citationsarXiv
RetinaLogos: Fine-Grained Synthesis of High-Resolution Retinal Images Through Captions2505.12887v3 · Junzhi Ning, Cheng Tang, Kaijing Zhou et al.2025 · 2 citationsarXiv
Machine learning combined with GC-FID for discrimination of different categories of maotai-flavor baijiu.40486062 · Yang, Liang, Xian, Chun, Li, Shuai et al.2025 · 9 citationsFood chemistry: X. 2025;28:102555
Ophora: A Large-Scale Data-Driven Text-Guided Ophthalmic Surgical Video Generation Model2505.07449v7 · Wei Li, Ming Hu, Guoan Wang et al.2025 · 0 citationsarXiv
Building a Human-Verified Clinical Reasoning Dataset via a Human LLM Hybrid Pipeline for Trustworthy Medical AI2505.06912v1 · Chao Ding, Mouxiao Bian, Pengcheng Chen et al.2025 · 1 citationarXiv
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models2504.10479v3 · Jinguo Zhu, Weiyun Wang, Zhe Chen et al.2025 · 12 citationsarXiv
ArtiDiffuser: A unified framework for artifact restoration and synthesis for histology images via counterfactual diffusion model.40188685 · Wang, Chong, Qu, Kaili, Li, Shuxin et al.2025 · 8 citationsMedical image analysis. 2025;102:103567
Metrnl Ameliorates Ferroptosis in Model of Diabetic Foot Ulcer Through the Inhibition of Mitochondrial Damage via LKB1/AMPK Signaling.40073879 · Meng, Xiangjian, Pu, Zhichen, He, Junjun et al.2025 · 11 citationsExperimental and clinical endocrinology & diabetes : official journal, German Society of Endocrinology [and] German Diabetes Association. 2025;133(3):120-132
MMRC: A Large-Scale Benchmark for Understanding Multimodal Large Language Model in Real-World Conversation2502.11903v2 · Haochen Xue, Feilong Tang, Ming Hu et al.2025 · 9 citationsarXiv
A-Eval: A benchmark for cross-dataset and cross-modality evaluation of abdominal multi-organ segmentation.39970528 · Huang, Ziyan, Deng, Zhongying, Ye, Jin et al.2025 · 17 citationsMedical image analysis. 2025;101:103499
Learning With Explicit Shape Priors for Medical Image Segmentation.39331543 · You, Xin, He, Junjun, Yang, Jie et al.2025 · 44 citationsIEEE transactions on medical imaging. 2025;44(2):927-940
SegRap2023: A benchmark of organs-at-risk and gross tumor volume Segmentation for Radiotherapy Planning of Nasopharyngeal Carcinoma.39756265 · Luo, Xiangde, Fu, Jia, Zhong, Yunxin et al.2025 · 39 citationsMedical image analysis. 2025;101:103447
OphCLIP: Hierarchical Retrieval-Augmented Learning for Ophthalmic Surgical Video-Language Pretraining2411.15421v2 · Ming Hu, Kun Yuan, Yaling Shen et al.2024 · 1 citationarXiv
GMAI-VL & GMAI-VL-5.5M: A Large Vision-Language Model and A Comprehensive Multimodal Dataset Towards General Medical AI2411.14522v2 · Tianbin Li, Yanzhou Su, Wei Li et al.2024 · 6 citationsarXiv
SegBook: A Simple Baseline and Cookbook for Volumetric Medical Image Segmentation2411.14525v1 · Jin Ye, Ying Chen, Yanjun Li et al.2024 · 1 citationarXiv
Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline2411.12814v2 · Junlong Cheng, Bin Fu, Jin Ye et al.2024 · 18 citationsarXiv
Touchstone Benchmark: Are We on the Right Way for Evaluating AI Algorithms for Medical Segmentation?2411.03670v2 · Pedro R. A. S. Bassi, Wenxuan Li, Yucheng Tang et al.2024 · 5 citationsarXiv
SlideChat: A Large Vision-Language Assistant for Whole-Slide Pathology Image Understanding2410.11761v3 · Ying Chen, Guoan Wang, Yuanfeng Ji et al.2024 · 25 citationsarXiv
RFMiD: Retinal Image Analysis for multi-Disease Detection challenge.39395210 · Pachade, Samiksha, Porwal, Prasanna, Kokare, Manesh et al.2024 · 20 citationsMedical image analysis. 2025;99:103365
TourSynbio: A Multi-Modal Large Model and Agent Framework to Bridge Text and Protein Sequences for Protein Engineering2408.15299v1 · Yiqing Shen, Zan Chen, Michail Mamalakis et al.2024 · 9 citationsarXiv
Integrated Analysis of Metabolomics, Flavoromics, and Transcriptomics for Evaluating New Varieties of Amomum villosum Lour.39273866 · Li, Zhenkai, Luo, Xin, Yao, Yanli et al.2024 · 6 citationsPlants (Basel, Switzerland). 2024;13(17)
GMAI-MMBench: A Comprehensive Multimodal Evaluation Benchmark Towards General Medical AI2408.03361v7 · Pengcheng Chen, Jin Ye, Guoan Wang et al.2024 · 25 citationsarXiv
Entropy-Engineered Middle-In Synthesis of Dual Single-Atom Compounds for Nitrate Reduction Reaction.39045619 · Hu, Yao, Lan, Haihui, He, Junjun et al.2024 · 46 citationsACS nano. 2024;18(34):23168-23180
Multi-modal MRI Translation via Evidential Regression and Distribution Calibration2407.07372v2 · Jiyao Liu, Shangqi Gao, Yuxin Li et al.2024 · 1 citationarXiv
SAM-Med3D-MoE: Towards a Non-Forgetting Segment Anything Model via Mixture of Experts for 3D Medical Image Segmentation2407.04938v1 · Guoan Wang, Jin Ye, Junlong Cheng et al.2024 · 26 citationsMICCAI 2024
OmniCorpus: A Unified Multimodal Corpus of 10 Billion-Level Images Interleaved with Text2406.08418v3 · Qingyun Li, Zhe Chen, Weiyun Wang et al.2024 · 1 citationarXiv
A Fine-tuning Dataset and Benchmark for Large Language Models for Protein Understanding2406.05540v2 · Yiqing Shen, Zan Chen, Michail Mamalakis et al.2024 · 12 citationsarXiv
OpenMEDLab: An Open-source Platform for Multi-modality Foundation Models in Medicine2402.18028v2 · Xiaosong Wang, Xiaofan Zhang, Guotai Wang et al.2024 · 11 citationsarXiv
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