Junjun He

1. InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models
   2025/04/14 by Jinguo Zhu, Zhu, Jinguo, Weiyun Wang +95 · 688 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
2. VLMEvalKit: An Open-Source Toolkit for Evaluating Large Multi-Modality Models
   2024/07/16 by Haodong Duan, Duan, Haodong, Xinyu Fang +73 · 179 citations
   Computer Science · #Natural Language Processing Techniques
3. Vision Transformer Adapter for Dense Predictions
   2022/05/17 by Zhe Chen, Yuchen Duan, Chen, Zhe +11 · 74 citations
   Computer Science · Engineering · #Advanced Neural Network Applications #CCD and CMOS Imaging Sensors #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Visual Attention and Saliency Detection
4. OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM
   2024/02/14 by Yutao Hu, Tianbin Li, Hu, Yutao +11 · 65 citations
   Health Professions · #Electronic Health Records Systems
5. SAM-Med3D: Towards General-purpose Segmentation Models for Volumetric Medical Images
   2023/10/23 by Haoyu Wang, Wang, Haoyu, Sizheng Guo +25 · 39 citations
   Medicine · Computer Science · #COVID-19 diagnosis using AI #Radiomics and Machine Learning in Medical Imaging #Advanced Neural Network Applications
6. MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning
   2025/03/10 by Fanqing Meng, Lingxiao Du, Meng, Fanqing +27 · 99 citations
   Computer Science · #Advanced Graph Neural Networks #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
7. Parameter-Efficient Fine-Tuning for Pre-Trained Vision Models: A Survey and Benchmark
   2024/02/03 by Yi Xin, Jianjiang Yang, Xin, Yi +25 · 34 citations
   Computer Science · Engineering · #Medical Image Segmentation Techniques #Advanced Vision and Imaging #Image Processing Techniques and Applications
8. Self Pre-training with Masked Autoencoders for Medical Image Classification and Segmentation
   2022/03/10 by Lei Zhou, Zhou, Lei, Huidong Liu +9 · 18 citations
   Computer Science · Medicine · #AI in cancer detection #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
9. GMAI-MMBench: A Comprehensive Multimodal Evaluation Benchmark Towards General Medical AI
   2024/08/06 by Pengcheng Chen, Ye Jin, Chen, Pengcheng +33 · 38 citations
   Computer Science · Health Professions · Medicine · #Artificial Intelligence in Healthcare #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning in Healthcare #electronic engineering #information engineering
10. STU-Net: Scalable and Transferable Medical Image Segmentation Models Empowered by Large-Scale Supervised Pre-training
    2023/04/13 by Ziyan Huang, Haoyu Wang, Huang, Ziyan +19 · 21 citations
    Medicine · Engineering · #COVID-19 diagnosis using AI #Radiomics and Machine Learning in Medical Imaging #Medical Imaging and Analysis
11. Mini-InternVL: A Flexible-Transfer Pocket Multimodal Model with 5% Parameters and 90% Performance
    2024/10/21 by Zhangwei Gao, Gao, Zhangwei, Zhe Chen +24 · 41 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Speech Recognition and Synthesis
12. SAM-Med2D
    2023/08/30 by Junlong Cheng, Jin Ye, Cheng, Junlong +26 · 16 citations
    Computer Science · Medicine · #Advanced Neural Network Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Radiomics and Machine Learning in Medical Imaging
13. SlideChat: A Large Vision-Language Assistant for Whole-Slide Pathology Image Understanding
    2024/10/15 by Ying Chen, Guoan Wang, Chen, Ying +16 · 23 citations
    Computer Science · Medicine · #AI in cancer detection #Artificial Intelligence (cs.AI) #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Digital Imaging for Blood Diseases #FOS: Computer and information sciences
14. Attention-Driven Dynamic Graph Convolutional Network for Multi-Label Image Recognition
    2020/12/05 by Jin Ye, Junjun He, Ye, Jin +6 · 9 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Text and Document Classification Technologies
15. OmniCorpus: A Unified Multimodal Corpus of 10 Billion-Level Images Interleaved with Text
    2024/06/12 by Qingyun Li, Li, Qingyun, Zhe Chen +75 · 20 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Handwritten Text Recognition Techniques #Music and Audio Processing #Video Analysis and Summarization
16. SPHINX-X: Scaling Data and Parameters for a Family of Multi-modal Large Language Models
    2024/02/08 by Renrui Zhang, Liu, Dongyang, Longtian Qiu +34 · 16 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
17. SA-Med2D-20M Dataset: Segment Anything in 2D Medical Imaging with 20 Million masks
    2023/11/20 by Ye Jin, Ye, Jin, Junlong Cheng +26 · 8 citations
    Computer Science · Medicine · #AI in cancer detection #Artificial Intelligence in Healthcare and Education #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
18. Touchstone Benchmark: Are We on the Right Way for Evaluating AI Algorithms for Medical Segmentation?
    2024/11/06 by Pedro R. A. S. Bassi, Bassi, Pedro R. A. S., Wenxuan Li +103 · 14 citations
    Engineering · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging and Analysis
19. From AI for Science to Agentic Science: A Survey on Autonomous Scientific Discovery
    2025/08/18 by Jiaqi Wei, Wei, Jiaqi, Yuejin Yang +52 · 3 voices · 18 citations
    Computer Science · Decision Sciences · #Scientific Computing and Data Management #cs.LG
20. SegRap2023: A Benchmark of Organs-at-Risk and Gross Tumor Volume Segmentation for Radiotherapy Planning of Nasopharyngeal Carcinoma
    2023/12/15 by Xiangde Luo, Luo, Xiangde, Jia Fu +80 · 7 citations
    Medicine · Physics and Astronomy · #Advanced Radiotherapy Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Head and Neck Cancer Studies #Image and Video Processing (eess.IV) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
21. Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline
    2024/11/19 by Junlong Cheng, Bin Fu, Cheng, Junlong +23 · 11 citations
    Computer Science · Medicine · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Radiomics and Machine Learning in Medical Imaging
22. StructToken : Rethinking Semantic Segmentation with Structural Prior
    2022/03/23 by Fangjian Lin, Lin, Fangjian, Zhanhao Liang +8 · 4 citations
    Computer Science · Medicine · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #COVID-19 diagnosis using AI
23. A Fine-tuning Dataset and Benchmark for Large Language Models for Protein Understanding
    2024/06/08 by Yiqing Shen, Zan Chen, Shen, Yiqing +15 · 7 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial Intelligence (cs.AI) #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Bioinformatics #Quantitative Methods (q-bio.QM) #Topic Modeling
24. Tensor Low-Rank Reconstruction for Semantic Segmentation
    2020/08/02 by Wanli Chen, Xinge Zhu, Chen, Wanli +11 · 6 citations
    Computer Science · #Advanced Neural Network Applications #Multimodal Machine Learning Applications #Human Pose and Action Recognition
25. Token Sparsification for Faster Medical Image Segmentation
    2023/03/11 by Lei Zhou, Zhou, Lei, Huidong Liu +9 · 2 citations
    Computer Science · #AI in cancer detection #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques
26. Pick the Best Pre-trained Model: Towards Transferability Estimation for Medical Image Segmentation
    2023/07/22 by Yuncheng Yang, Meng Wei, Yang, Yuncheng +9 · 2 citations
    Computer Science · Engineering · Medicine · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging and Analysis #Radiomics and Machine Learning in Medical Imaging
27. PitVis-2023 Challenge: Workflow Recognition in videos of Endoscopic Pituitary Surgery
    2024/09/02 by Adrito Das, Danyal Z. Khan, Das, Adrito +61 · 4 citations
    Medicine · #Surgical Simulation and Training
28. Prompted Contextual Transformer for Incomplete-View CT Reconstruction
    2023/12/13 by Chenglong Ma, Ma, Chenglong, Zilong Li +9 · 2 citations
    Computer Science · Engineering · Medicine · #Advanced X-ray and CT Imaging #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Image Segmentation Techniques #Medical Imaging Techniques and Applications #electronic engineering #information engineering
29. Learning with Explicit Shape Priors for Medical Image Segmentation
    2023/03/31 by Xin You, You, Xin, Junjun He +5 · 2 citations
    Computer Science · Engineering · Medicine · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging and Analysis #Radiomics and Machine Learning in Medical Imaging
30. Lumina-DiMOO: An Omni Diffusion Large Language Model for Multi-Modal Generation and Understanding
    2025/10/07 by Xin Yi, Xin, Yi, Qi Qin +58 · 19 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
31. MMRC: A Large-Scale Benchmark for Understanding Multimodal Large Language Model in Real-World Conversation
    2025/02/17 by Haochen Xue, Feilong Tang, Xue, Haochen +29 · 5 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Speech and dialogue systems
32. ScalingNoise: Scaling Inference-Time Search for Generating Infinite Videos
    2025/03/20 by Haolin Yang, Feilong Tang, Yang, Haolin +19 · 5 citations
    Computer Science · #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Video Analysis and Summarization
33. Building a Human-Verified Clinical Reasoning Dataset via a Human LLM Hybrid Pipeline for Trustworthy Medical AI
    2025/05/11 by Chao Ding, Ding, Chao, Bian, Mouxiao +23 · 4 citations
    Medicine · Computer Science · #Artificial Intelligence in Healthcare and Education #Machine Learning in Healthcare #Topic Modeling
34. AOR: Anatomical Ontology-Guided Reasoning for Medical Large Multimodal Model in Chest X-Ray Interpretation
    2025/05/05 by Qingqiu Li, Zihang Cui, Li, Qingqiu +19 · 4 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
35. TourSynbio: A Multi-Modal Large Model and Agent Framework to Bridge Text and Protein Sequences for Protein Engineering
    2024/08/27 by Yiqing Shen, Shen, Yiqing, Chen, Zan +14 · 2 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial Intelligence (cs.AI) #Biomolecules (q-bio.BM) #Evolutionary Algorithms and Applications #FOS: Biological sciences #FOS: Computer and information sciences #Genetics, Bioinformatics, and Biomedical Research #Machine Learning (cs.LG) #Machine Learning in Bioinformatics
36. Artifact Restoration in Histology Images with Diffusion Probabilistic Models
    2023/07/26 by Zhenqi He, He, Zhenqi, Junjun He +5 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · #AI in cancer detection #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #Image and Video Processing (eess.IV) #electronic engineering #information engineering
37. Towards the Unification of Generative and Discriminative Visual Foundation Model: A Survey
    2023/12/15 by Xu Liu, Tong Zhou, Liu, Xu +17 · 1 citation
    Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
38. HealthFlow: A Self-Evolving AI Agent with Meta Planning for Autonomous Healthcare Research
    2025/08/04 by Yinghao Zhu, Zhu, Yinghao, Yue Qi +18 · 4 citations
    Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Multiagent Systems (cs.MA) #Reinforcement Learning in Robotics
39. Probing Scientific General Intelligence of LLMs with Scientist-Aligned Workflows
    2025/12/18 by Wanghan Xu, Yuhao Zhou, Xu, Wanghan +214 · 1 voice · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · Decision Sciences · #Biomedical Text Mining and Ontologies #Scientific Computing and Data Management #Topic Modeling #cs.AI #cs.CL #cs.LG
40. RetinaLogos: Fine-Grained Synthesis of High-Resolution Retinal Images Through Captions
    2025/05/19 by Ning, Junzhi, Cheng Tang, Kaijing Zhou +26 · 3 citations
    Medicine · Computer Science · #Retinal Imaging and Analysis #Retinal Diseases and Treatments #Multimodal Machine Learning Applications