Binary Classification on Pathology9 (MIMIC-CXR) benchmark leaderboard · SOTA2 Research

Binary Classification on Pathology9 (MIMIC-CXR)

0.86Atelectasis AUClocal-mi

Evaluation Results

Method	Links
local-mi2021.03		0.86	0.84	0.83	0.89	0.88	0.92	0.79	0.76	0.81	0.84
global-mi2021.03		0.77	0.81	0.82	0.88	0.84	0.9	0.76	0.77	0.79	0.81
image-only2021.03		0.76	0.71	0.78	0.89	0.86	0.69	0.75	0.65	0.72	—
global-mi2021.03		0.74	0.81	0.81	0.87	0.83	0.9	0.75	0.75	0.77	—
local-mi2021.03		0.74	0.73	0.65	0.78	0.66	0.69	0.61	0.7	0.72	—
local-mi2021.03		0.73	0.82	0.83	0.89	0.82	0.92	0.78	0.79	0.87	—
CoWA2026.07		0.651	0.689	0.578	0.721	—	0.733	—	0.557	—	0.655
global-mi2021.03		0.65	0.79	0.67	0.81	0.69	0.74	0.71	0.65	0.7	—
EATA2026.07		0.646	0.696	0.578	0.72	—	0.748	—	0.495	—	0.647
AdaBN2026.07		0.635	0.689	0.571	0.697	—	0.739	—	0.483	—	0.636
global-mi2021.03		0.63	0.79	0.65	0.81	0.68	0.74	0.7	0.66	0.68	—
TENT2026.07		0.628	0.652	0.548	0.628	—	0.712	—	0.491	—	0.61
No Adapt.2026.07		0.626	0.663	0.57	0.678	—	0.739	—	0.575	—	0.642
CoTTA2026.07		0.626	0.664	0.57	0.679	—	0.739	—	0.573	—	0.642
RoTTA2026.07		0.625	0.662	0.569	0.677	—	0.738	—	0.575	—	0.641
local-mi2021.03		0.61	0.77	0.65	0.8	0.69	0.72	0.66	0.67	0.74	—