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Junzhi Ning

MedGround-R1: Advancing Medical Image Grounding via Spatial-Semantic Rewarded Group Relative Policy Optimization
2025 · Huihui Xu, Yuanpeng Nie, et al. · Lecture notes in computer science · 5
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Unpaired translation of chest X-ray images for lung opacity diagnosis via adaptive activation masks and cross-domain alignment
2025 · Junzhi Ning, Dominic Marshall, et al. · Pattern Recognition Letters · 3
THE-Tree: Can Tracing Historical Evolution Enhance Scientific Verification and Reasoning?
2026 · Xin Wang, Jiyao Liu, et al. · Findings of the Association for Computational Linguistics: EMNLP (Findings of EMNLP) · 1
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Multi-modal MRI Translation via Evidential Regression and Distribution Calibration
2025 · Jiyao Liu, Shangqi Gao, et al. · Lecture notes in computer science · 1
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Enhancing Night-to-Day Image Translation with Semantic Prior and Reference Image Guidance
2023 · Junzhi Ning, Mingming Gong · Lecture notes in computer science · 1
MedVTok: A General-Purpose Medical Visual Tokenizer
2026 · Ma, Chenglong, Ji, Yuanfeng, et al. · arXiv (Cornell University)
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Open World MRI Reconstruction with Bias-Calibrated Adaptation
2026 · Jiyao Liu, Shangqi Gao, et al. · Lecture notes in computer science
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MedQ-Engine: A Closed-Loop Data Engine for Evolving MLLMs in Medical Image Quality Assessment
2026 · Jiyao Liu, Junzhi Ning, et al. · Lecture notes in computer science
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SIVA-RL: Sensitivity-Invariance Visual Alignment for Multimodal Reinforcement Learning
2026 · Tang, Cheng, Ning, Junzhi, et al. · arXiv (Cornell University)
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EvoGraph-R1: Self-Evolving Multimodal Knowledge Hypergraphs for Agentic Retrieval
2026 · Lin, Jiashi, Jiang, Changhong, et al. · arXiv (Cornell University)
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C^2GR: Coupled Comprehensive Generative Replay for a Continually Learnable Universal Segmentation Model
2026 · Li, Wei, Zhang, Jingyang, et al. · arXiv (Cornell University)
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UniMedVL: Unifying Medical Multimodal Understanding And Generation Through Observation-Knowledge-Analysis
2026 · Ning, Junzhi · Figshare
MedProbeBench: Systematic Benchmarking at Deep Evidence Integration for Expert-level Medical Guideline
2026 · Liu, Jiyao, Shen, Jianghan, et al. · arXiv (Cornell University)
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MMRareBench: A Rare-Disease Multimodal and Multi-Image Medical Benchmark
2026 · Ning, Junzhi, Lin, Jiashi, et al. · arXiv (Cornell University)
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Project Imaging-X: A Survey of 1000+ Open-Access Medical Imaging Datasets for Foundation Model Development
2026 · Deng, Zhongying, Tang, Cheng, et al. · arXiv (Cornell University)
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MedQ-UNI: Toward Unified Medical Image Quality Assessment and Restoration via Vision-Language Modeling
2026 · Liu, Jiyao, Ning, Junzhi, et al. · arXiv (Cornell University)
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MedQ-Deg: A Multidimensional Benchmark for Evaluating MLLMs Across Medical Image Quality Degradations
2026 · Jiyao Liu, Junzhi Ning, et al. · Lecture notes in computer science
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Can MLLMs Perceive and Describe Medical Image Quality Beyond Scores?
2026 · Jiyao Liu, Jinjie Wei, et al. · Conference on Empirical Methods in Natural Language Processing (EMNLP)
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Med-GRADE: Medical Grading and Rubric-based Assessment of Doctor-Patient Encounters
2026 · Yidong Jiang, Chao Ding, et al. · Conference on Empirical Methods in Natural Language Processing (EMNLP)
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Probing Scientific General Intelligence of LLMs with Scientist-Aligned Workflows
2025 · Xu, Wanghan, Zhou, Yuhao, et al. · arXiv (Cornell University)
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MedQ-Bench: Evaluating and Exploring Medical Image Quality Assessment Abilities in MLLMs
2025 · Liu, Jiyao, Wei, Jinjie, et al. · arXiv (Cornell University)
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Ophora: A Large-Scale Data-Driven Text-Guided Ophthalmic Surgical Video Generation Model
2025 · Wei Li, Ming Hu, et al. · Lecture notes in computer science
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Deep Generative Models Unveil Patterns in Medical Images Through Vision-Language Conditioning
2024 · Xing, Xiaodan, Ning, Junzhi, et al. · arXiv (Cornell University)
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Works count: 27
Citation count: 12
H-index: 2
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