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Published at November 27

Evaluating and Improving the Effectiveness of Synthetic Chest X-Rays for Medical Image Analysis

eess.IV

cs.CV

Released Date: November 27, 2024

Authors: Eva Prakash¹, Jeya Maria Jose Valanarasu¹, Zhihong Chen¹, Eduardo Pontes Reis¹, Andrew Johnston¹, Anuj Pareek¹, Christian Bluethgen¹, Sergios Gatidis¹, Cameron Olsen¹, Akshay Chaudhari¹, Andrew Ng¹, Curtis Langlotz¹

Aff.: ¹Stanford University

Arxiv: http://arxiv.org/abs/2411.18602v1

Dataset	Training/Test Size	Conditions
CheXpert [7]	191,229 / 235	Atelectasis, cardiomegaly, consolidation, edema, pleural effusion
CANDID-PTX [3]	17,237 / 2,000	Lungs, heart, pneumothorax, rib fractures, chest tubes
SIIM [14]	1,903 / 476	Pneumothorax
RSNA Pneumonia [12]	21,885 / 4,801	Pneumonia