JL
Junyan Lyu
cs.CVeess.IVImage Processing, Computer-AssistedImage Interpretation, Computer-AssistedAlgorithmsBrainDeep LearningMagnetic Resonance ImagingOptic DiskParkinsonian Disorders
On Valency
published · living versionsW_w4wr4u5m·v1 · currentpublished
CORD: Conflict-Aware Optimization for Joint RL and Distillation in Agents
with Wenhao Yu, Zhengcheng Wang, Jiahong Liu, Zexuan Qiu +5
1 version
Preprints & journals
22 papers in the corpus · 2019–2026CORD: Conflict-Aware Optimization for Joint RL and Distillation in Agents2610.29965v1 · Wenhao Yu, Zhengcheng Wang, Jiahong Liu et al.2026 · 0 citationsarXivon Valency
MIRAGE: Medical image-text pre-training for robustness against noisy environments.41401638 · Cheng, Pujin, Huang, Yijin, Lin, Li et al.2026 · 1 citationMedical image analysis. 2026;109:103912
SET: Superpixel Embedded Transformer for skin lesion segmentation.40737813 · Wang, Zhonghua, Lyu, Junyan, Tang, Xiaoying2025 · 14 citationsMedical image analysis. 2025;105:103738
Advanced and interpretable corneal staining assessment through fine grained knowledge distillation.40410547 · Deng, Yuqing, Cheng, Pujin, Xu, Ruiwen et al.2025 · 4 citationsNPJ digital medicine. 2025;8(1):303
Masked Deformation Modeling for Volumetric Brain MRI Self-Supervised Pre-Training.40030579 · Lyu, Junyan, Bartlett, Perry F, Nasrallah, Fatima A et al.2025 · 6 citationsIEEE transactions on medical imaging. 2025;44(3):1596-1607
LF-SynthSeg: Label-Free Brain Tissue-Assisted Tumor Synthesis and Segmentation.39480723 · Xu, Pengxiao, Lyu, Junyan, Lin, Li et al.2025 · 13 citationsIEEE journal of biomedical and health informatics. 2025;29(2):1101-1112
SSiT: Saliency-Guided Self-Supervised Image Transformer for Diabetic Retinopathy Grading.38319784 · Huang, Yijin, Lyu, Junyan, Cheng, Pujin et al.2024 · 66 citationsIEEE journal of biomedical and health informatics. 2024;28(5):2806-2817
Toward hippocampal volume measures on ultra-high field magnetic resonance imaging: a comprehensive comparison study between deep learning and conventional approaches.38156266 · Lyu, Junyan, Bartlett, Perry F, Nasrallah, Fatima A et al.2023 · 9 citationsFrontiers in neuroscience. 2023;17:1238646
Super-Resolution on Rotationally Scanned Photoacoustic Microscopy Images Incorporating Scanning Prior2312.07226v2 · Kai Pan, Linyang Li, Li Lin et al.2023 · 0 citationsarXiv
autoSMIM: Automatic Superpixel-Based Masked Image Modeling for Skin Lesion Segmentation.37379178 · Wang, Zhonghua, Lyu, Junyan, Tang, Xiaoying2023 · 35 citationsIEEE transactions on medical imaging. 2023;42(12):3501-3511
Reply to Letter to the Editor: "Accurate measurement of magnetic resonance parkinsonism index by a fully automatic and deep learning quantification pipeline".37831138 · Sun, Fuhai, Lyu, Junyan, Jian, Si et al.2023 · 1 citationEuropean radiology. 2023;33(12):8856-8857
PRIOR: Prototype Representation Joint Learning from Medical Images and Reports2307.12577v3 · Pujin Cheng, Li Lin, Junyan Lyu et al.2023 · 81 citationsarXiv
Accurate measurement of magnetic resonance parkinsonism index by a fully automatic and deep learning quantification pipeline.37480547 · Sun, Fuhai, Lyu, Junyan, Jian, Si et al.2023 · 6 citationsEuropean radiology. 2023;33(12):8844-8853
TriFormer: A Multi-modal Transformer Framework For Mild Cognitive Impairment Conversion Prediction2307.07177v1 · Linfeng Liu, Junyan Lyu, Siyu Liu et al.2023 · 7 citationsarXiv
Identifying the Key Components in ResNet-50 for Diabetic Retinopathy Grading from Fundus Images: A Systematic Investigation.37238149 · Huang, Yijin, Lin, Li, Cheng, Pujin et al.2023 · 57 citationsDiagnostics (Basel, Switzerland). 2023;13(10)
AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation.35862336 · Lyu, Junyan, Zhang, Yiqi, Huang, Yijin et al.2023 · 95 citationsIEEE transactions on medical imaging. 2022;41(12):3699-3711
LDDMM-Face: Large Deformation Diffeomorphic Metric Learning for Flexible and Consistent Face Alignment2108.00690v1 · Huilin Yang, Junyan Lyu, Pujin Cheng et al.2021 · 2 citationsarXiv
Lesion-based Contrastive Learning for Diabetic Retinopathy Grading from Fundus Images2107.08274v1 · Yijin Huang, Li Lin, Pujin Cheng et al.2021 · 51 citationsarXiv
BSDA-Net: A Boundary Shape and Distance Aware Joint Learning Framework for Segmenting and Classifying OCTA Images2107.04823v2 · Li Lin, Zhonghua Wang, Jiewei Wu et al.2021 · 63 citationsarXiv
Probability distribution guided optic disc and cup segmentation from fundus images.33018390 · Cheng, Pujin, Lyu, Junyan, Huang, Yijin et al.2020 · 5 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2020;2020:1976-1979
The SUSTech-SYSU dataset for automatically segmenting and classifying corneal ulcers.31959768 · Deng, Lijie, Lyu, Junyan, Huang, Haixiang et al.2020 · 45 citationsScientific data. 2020;7(1):23
Fully Automatic White Matter Hyperintensity Segmentation using U-net and Skip Connection.31946056 · Zhang, Yue, Wu, Jiong, Chen, Wanli et al.2020 · 8 citationsAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference. 2019;2019:974-977
Career total: 46 works. 22 are in this corpus.
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