Image 2 (IMAGE) The University of Hong Kong Caption Performance of the new approach under various label ratios on NIH ChestX-ray. Researchers denote the percentage of annotated training data in the target domain that REFERS needs to achieve comparable results with those of Model Genesis and ImageNet pre-training. Note that all three methods share the same transformer-based backbone. Credit The University of Hong Kong Usage Restrictions This work is licensed for non-commercial, non-exclusive, one-time usage with attribution to the copyright holder. License Original content Disclaimer: AAAS and EurekAlert! are not responsible for the accuracy of news releases posted to EurekAlert! by contributing institutions or for the use of any information through the EurekAlert system.