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Yifan Peng, PhD
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Co-authored with Mingquan Lin
Co-authored publications
Yifan Peng, PhD and Mingquan Lin · 20 publications
CSV
Word
Establishing dermatopathology encyclopedia DermpathNet with Artificial Intelligence-Based Workflow.
Scientific data
· 2026
YP
Yifan Peng
ML
Mingquan Lin
YZ
Yiliang Zhou
ZX
Zihan Xu
PMID:
41651886
·
PMCID:
PMC12987945
·
DOI
·
Abstract
CXR-LT 2024: A MICCAI challenge on long-tailed, multi-label, and zero-shot disease classification from chest X-ray.
Medical image analysis
· 2025
YP
Yifan Peng
ML
Mingquan Lin
YZ
Yiliang Zhou
GS
George Shih
PMID:
40795541
·
PMCID:
PMC12396843
·
DOI
·
7 citations
·
Abstract
An empirical study of using radiology reports and images to improve intensive care unit mortality prediction.
JAMIA open
· 2025
YP
Yifan Peng
ML
Mingquan Lin
FW
Fei Wang
PMID:
39980476
·
PMCID:
PMC11841685
·
DOI
·
3 citations
·
Abstract
Author Correction: Harnessing the power of longitudinal medical imaging for eye disease prognosis using Transformer-based sequence modeling.
NPJ digital medicine
· 2024
YP
Yifan Peng
ML
Mingquan Lin
GH
Gregory Holste
FW
Fei Wang
SH
Sarah H. Van Tassel
+1 more →
PMID:
39251870
·
PMCID:
PMC11385618
·
DOI
Towards long-tailed, multi-label disease classification from chest X-ray: Overview of the CXR-LT challenge.
ArXiv
· 2024
YP
Yifan Peng
ML
Mingquan Lin
GS
George Shih
PMID:
37986726
·
PMCID:
PMC10659524
·
Abstract
Improving model fairness in image-based computer-aided diagnosis.
Nature communications
· 2023
YP
Yifan Peng
ML
Mingquan Lin
SH
Sarah H. Van Tassel
KK
Kyle Kovacs
GS
George Shih
+1 more →
PMID:
37803009
·
PMCID:
PMC10558498
·
DOI
·
31 citations
·
Abstract
A scoping review on multimodal deep learning in biomedical images and texts.
Journal of biomedical informatics
· 2023
YP
Yifan Peng
ML
Mingquan Lin
FW
Fei Wang
PMID:
37652343
·
PMCID:
PMC10591890
·
DOI
·
54 citations
·
Abstract
A scoping review on multimodal deep learning in biomedical images and texts.
ArXiv
· 2023
YP
Yifan Peng
ML
Mingquan Lin
PMID:
37576120
·
PMCID:
PMC10418520
·
Abstract
Evaluate underdiagnosis and overdiagnosis bias of deep learning model on primary open-angle glaucoma diagnosis in under-served populations.
AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science
· 2023
YP
Yifan Peng
ML
Mingquan Lin
YX
Yunyu Xiao
FW
Fei Wang
PMID:
37350910
·
PMCID:
PMC10283103
·
Abstract
Enhancing thoracic disease detection using chest X-rays from PubMed Central Open Access.
Computers in biology and medicine
· 2023
YP
Yifan Peng
ML
Mingquan Lin
FW
Fei Wang
GS
George Shih
PMID:
37094464
·
PMCID:
PMC10349296
·
DOI
·
6 citations
·
Abstract
Multi-scale Multi-structure Siamese Network (MMSNet) for Primary Open-Angle Glaucoma Prediction.
Machine learning in medical imaging. MLMI (Workshop)
· 2022
YP
Yifan Peng
ML
Mingquan Lin
SH
Sarah H. Van Tassel
FW
Fei Wang
PMID:
36656619
·
PMCID:
PMC9844668
·
DOI
·
4 citations
·
Abstract
Primary Open-Angle Glaucoma Diagnosis from Optic Disc Photographs Using a Siamese Network.
Ophthalmology science
· 2022
YP
Yifan Peng
ML
Mingquan Lin
FW
Fei Wang
SH
Sarah H. Van Tassel
PMID:
36531584
·
PMCID:
PMC9754976
·
DOI
·
9 citations
·
Abstract
Radiology Text Analysis System (RadText): Architecture and Evaluation.
Proceedings. IEEE International Conference on Healthcare Informatics
· 2022
YP
Yifan Peng
ML
Mingquan Lin
GS
George Shih
PMID:
36128510
·
PMCID:
PMC9484781
·
DOI
·
11 citations
·
Abstract
Automated diagnosing primary open-angle glaucoma from fundus image by simulating human's grading with deep learning.
Scientific reports
· 2022
YP
Yifan Peng
ML
Mingquan Lin
FW
Fei Wang
SH
Sarah H. Van Tassel
PMID:
35982106
·
PMCID:
PMC9388536
·
DOI
·
39 citations
·
Abstract
Supervised Pretraining through Contrastive Categorical Positive Samplings to Improve COVID-19 Mortality Prediction.
ACM-BCB ... ... : the ... ACM Conference on Bioinformatics, Computational Biology and Biomedicine. ACM Conference on Bioinformatics, Computational Biology and Biomedicine
· 2022
YP
Yifan Peng
ML
Mingquan Lin
TW
Tingyi Wanyan
YZ
Yiye Zhang
FW
Fei Wang
PMID:
35960866
·
PMCID:
PMC9365529
·
DOI
·
7 citations
·
Abstract
Prior Knowledge Enhances Radiology Report Generation.
AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science
· 2022
YP
Yifan Peng
ML
Mingquan Lin
GS
George Shih
PMID:
35854760
·
PMCID:
PMC9285179
·
31 citations
·
Abstract
Knowledge Graph Applications in Medical Imaging Analysis: A Scoping Review.
Health data science
· 2022
YP
Yifan Peng
ML
Mingquan Lin
PMID:
35800847
·
PMCID:
PMC9259200
·
DOI
·
14 citations
·
Abstract
Multi-task deep learning-based survival analysis on the prognosis of late AMD using the longitudinal data in AREDS.
AMIA ... Annual Symposium proceedings. AMIA Symposium
· 2022
YP
Yifan Peng
ML
Mingquan Lin
GG
Gregory Ghahramani
MB
Matthew Brendel
FW
Fei Wang
PMID:
35308963
·
PMCID:
PMC8861665
·
6 citations
·
Abstract
Using Radiomics as Prior Knowledge for Thorax Disease Classification and Localization in Chest X-rays.
AMIA ... Annual Symposium proceedings. AMIA Symposium
· 2022
YP
Yifan Peng
ML
Mingquan Lin
GS
George Shih
PMID:
35308939
·
PMCID:
PMC8861661
·
10 citations
·
Abstract
An empirical study of using radiology reports and images to improve ICU-mortality prediction.
Proceedings. IEEE International Conference on Healthcare Informatics
· 2021
YP
Yifan Peng
ML
Mingquan Lin
FW
Fei Wang
PMID:
35531070
·
PMCID:
PMC9076267
·
DOI
·
13 citations
·
Abstract