Radiological Reports Improve Pre-training for Localized Imaging Tasks on Chest X-Rays

Keyphrases

• Chest Radiography 50%
• Downstream Task 50%
• Evaluation Framework 100%
• Image Classification 50%
• Imaging Task 100%
• In-domain 50%
• Medical Domain 100%
• No-report 50%
• Object Detection 100%
• Radiology Reports 100%
• Self-supervised Method 50%
• Semantic Object 100%
• Semantic Segmentation 100%
• Semi-supervised Training 50%
• Supervised Methods 100%
• Text Supervision 50%
• Unlabeled Images 50%
• X-ray 100%

Computer Science

• Image Classification 33%
• Image Segmentation 66%
• Medical Domain 66%
• Object Detection 66%
• Supervised Method 100%