notesum.ai

Published at December 3

Anatomically-Grounded Fact Checking of Automated Chest X-ray Reports

cs.CV

cs.AI

Released Date: December 3, 2024

Authors: R. Mahmood¹, K. C. L. Wong, D. M. Reyes, N. D'Souza, L. Shi, J. Wu, P. Kaviani², M. Kalra, G. Wang, P. Yan, T. Syeda-Mahmood

Aff.: ¹Rensselaer Polytechnic Institute; ²Massachusetts General Hospital Harvard University

Arxiv: http://arxiv.org/pdf/2412.02177v1

Refer to caption

Method	ChestImaGenome		MS-CXR		ChestX-ray8		VinDR-CXR
Method	Accuracy	MIOU	Accuracy	MIOU	Accuracy	MIOU	Accuracy	MIOU
FCRegComb.	0.92	0.54	0.94	0.53	0.92	0.57	0.90	0.49
FCRegBCE	0.88	0.49	0.92	0.46	0.90	0.53	0.88	0.45
FCRegDual	0.87	0.51	0.89	0.49	0.87	0.51	0.86	0.47
FCRegSep	0.89	0.38	0.89	0.39	0.92	0.42	0.89	0.37
Med-RPG	-	0.23	-	0.32	-	0.28	-	0.38
Real/Fake Model	0.84	-	0.78	-	0.81	-	0.83	-