Article

Generalized Radiograph Representation Learning via Cross-supervision between Images and Free-text Radiology Reports

2021-11-04

Abstract excerpt

Pre-training lays the foundation for recent successes in radiograph analysis supported by deep learning. It learns transferable image representations by conducting large-scale fully-supervised or self-supervised learning on a source domain. However, supervised pre-training requires a complex and labor intensive two-stage human-assisted annotation process while self-supervised learning cannot compete with the super...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: f265cfbb-dcf3-5770-91da-b7ecc412d7dc
DOI: 10.1101/2021.11.02.21265838

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Generalized Radiograph Representation Learning via Cross-supervision between Images and Free-text Radiology ReportsDOI 10.1101/2021.11.02.21265838Read

Generalized Zero-Shot Chest X-Ray Diagnosis Through Trait-Guided Multi-View Semantic Embedding With Self-Training.Semantic proximity Read

Developing Deep Learning Models for Classifying Medical Imaging DataSemantic proximity Read

Automated Fracture Image Captioning Using Multimodal Vision-Language Models: A Comprehensive Comparative Study on a Clinically Curated DatasetSemantic proximity Read

Integrating multi-scale cross-attention and graph-guided label reasoning for multi-label chest X-ray classificationSemantic proximity Read

Leveraging a Vision-Language Model with Natural Text Supervision for MRI Retrieval, Captioning, Classification, and Visual Question AnsweringSemantic proximity Read

A Survey of Generalization and Adaptation in Medical Imaging Foundation ModelsSemantic proximity Read

Vision-Language Foundation Models Do Not Transfer to Medical Imaging Classification: A Negative Result on Chest X-ray DiagnosisSemantic proximity Read

URFM: a general Ultrasound Representation Foundation Model for advancing ultrasound image diagnosisSemantic proximity Read

AI-Assisted Pneumonia Detection, Localisation and Report Generation from Chest X-raysSemantic proximity Read

COPD: Pneumonia and Pneumothorax Detection in Chest X-rays: Vision Transfer based on Deep LearningSemantic proximity Read

Self-Supervised Pretraining Enables High-Performance Chest X-Ray Interpretation Across Clinical DistributionsSemantic proximity Read

Developing Generalist Foundation Models from a Multimodal Dataset for 3D Computed TomographySemantic proximity Read