most citedFlow-Mixup: Classifying Multi-labeled Medical Images with Corrupted Labels

16 citations · 50 across the 8 of their papers we have counts for

collaborators

8 papers

eess.IV2022

CTT-Net: A Multi-view Cross-token Transformer for Cataract Postoperative Visual Acuity Prediction

Jinhong Wang, Jingwen Wang, Tingting Chen +7

Surgery is the only viable treatment for cataract patients with visual acuity (VA) impairment. Clinically, to assess the necessity of cataract surgery, accurately predicting postop…

cs.LG2022★ 10 cited

ME-GAN: Learning Panoptic Electrocardio Representations for Multi-view ECG Synthesis Conditioned on Heart Diseases

Jintai Chen, Kuanlun Liao, Kun Wei +3

Electrocardiogram (ECG) is a widely used non-invasive diagnostic tool for heart diseases. Many studies have devised ECG analysis models (e.g., classifiers) to assist diagnosis. As…

cs.AI2022★ 2 cited

Identifying Electrocardiogram Abnormalities Using a Handcrafted-Rule-Enhanced Neural Network

Yuexin Bian, Jintai Chen, Xiaojun Chen +3

A large number of people suffer from life-threatening cardiac abnormalities, and electrocardiogram (ECG) analysis is beneficial to determining whether an individual is at risk of s…

q-bio.GN2022★ 11 cited

AGMI: Attention-Guided Multi-omics Integration for Drug Response Prediction with Graph Neural Networks

Ruiwei Feng, Yufeng Xie, Minshan Lai +3

Accurate drug response prediction (DRP) is a crucial yet challenging task in precision medicine. This paper presents a novel Attention-Guided Multi-omics Integration (AGMI) approac…

cs.LG2021★ 6 cited

DANets: Deep Abstract Networks for Tabular Data Classification and Regression

Jintai Chen, Kuanlun Liao, Yao Wan +2

Tabular data are ubiquitous in real world applications. Although many commonly-used neural components (e.g., convolution) and extensible neural networks (e.g., ResNet) have been de…

eess.SP2021★ 1 cited

Electrocardio Panorama: Synthesizing New ECG Views with Self-supervision

Jintai Chen, Xiangshang Zheng, Hongyun Yu +2

Multi-lead electrocardiogram (ECG) provides clinical information of heartbeats from several fixed viewpoints determined by the lead positioning. However, it is often not satisfacto…

cs.CV2021★ 16 cited

Flow-Mixup: Classifying Multi-labeled Medical Images with Corrupted Labels

Jintai Chen, Hongyun Yu, Ruiwei Feng +2

In clinical practice, medical image interpretation often involves multi-labeled classification, since the affected parts of a patient tend to present multiple symptoms or comorbidi…

cs.CV2021★ 4 cited

Doctor Imitator: Hand-Radiography-based Bone Age Assessment by Imitating Scoring Methods

Jintai Chen, Bohan Yu, Biwen Lei +3

Bone age assessment is challenging in clinical practice due to the complicated bone age assessment process. Current automatic bone age assessment methods were designed with rare co…