Concepedia

Automated Explainable Multidimensional Deep Learning Platform of Retinal Images for Retinopathy of Prematurity Screening

Ji Wang, Jie Ji, Mingzhi Zhang, Jianwei Lin, Guihua Zhang, Weifen Gong, Ling‐Ping Cen, Yamei Lu, Xuelin Huang, Dingguo Huang,

JAMA Network Open · 2021 · 66 citations · 25 references

DOI Full text

Open access

Abstract

In this diagnostic study, an automated ROP screening platform was able to identify and classify multidimensional pathologic lesions in the retinal images. This platform may be able to assist routine ROP screening in general and children hospitals.

References

25

Mask R-CNN

Kaiming He, Georgia Gkioxari, Piotr Dollár et al. · 2017 · 27.9K citations

Object Instance Segmentation, Scene Analysis, Machine Vision +13

World Medical Association Declaration of Helsinki

JAMA · 2013 · 27.3K citations

Biomedical Ethic, Ethical Principles, Research Ethics +19

Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization

Ramprasaath R. Selvaraju, Michael Cogswell, Abhishek Das et al. · 2017 · 20.1K citations

Natural Language Processing, Multimodal Llm, Convolutional Neural Network +12

On a Method to Measure Supervised Multiclass Model’s Interpretability: Application to Degradation Diagnosis (Short Paper)

Dagstuhl Research Online Publication Server · 2024 · 13.1K citations · Full text

Learning Deep Features for Discriminative Localization

Bolei Zhou, Aditya Khosla, Àgata Lapedriza et al. · 2016 · 10.6K citations

Convolutional Neural Network, Engineering, Machine Learning +16