SOTA Thoracic Disease Classification on MIMIC-CXR (test) and PapersWithCode

Method
XGeM 2025.01	92	96	95	97	87	-	85	92	-	98	-	85	93	-	-	91	92	92	58	59	39	68	13	18	68	81	40	26	57	47	60
CoDi_XR 2025.01	91	95	93	96	84	-	82	91	-	97	-	84	88	-	-	90	90	91	60	60	33	66	10	5	64	78	38	17	53	43	59
LLM-CXR 2025.01	89	92	87	96	80	-	78	85	-	95	-	80	85	-	-	89	87	87	51	53	19	60	8	7	60	74	38	16	47	39	51
CoDi_XR 2025.01	89	91	92	91	82	-	80	86	-	97	-	77	85	-	-	88	89	90	54	55	32	64	9	6	63	75	38	17	53	44	58
RoentGen 2025.01	87	93	82	80	50	-	59	68	-	94	-	48	58	-	-	78	72	78	31	40	0	25	0	2	40	74	4	4	36	25	43
XGeM 2025.01	86	95	91	94	82	-	75	86	-	97	-	86	85	-	-	88	89	90	51	60	25	59	8	11	60	78	33	12	50	41	54
XGeM 2025.01	86	92	93	94	83	-	80	89	-	97	-	80	90	-	-	87	88	90	51	46	39	57	9	13	64	79	36	17	50	41	54
Real Data 2025.01	84	91	91	93	81	-	78	85	-	95	-	78	86	-	-	87	86	87	49	49	35	60	9	12	60	73	35	21	49	40	53
CoDi_XR 2025.01	84	88	90	91	81	-	76	85	-	95	-	76	82	-	-	83	85	90	51	45	32	42	6	7	59	73	27	10	43	35	49
Anatomy-XNet 2021.06	83.93	82.59	84.84	90.76	75.12	74.95	78.78	78.9	86.97	93.43	86.21	75.81	91.2	93.12	84.04	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Anatomy-XNet 2021.06	83.79	82.67	85.25	90.83	75.45	74.3	77.08	78.79	86.9	93.37	86.55	75.98	90.87	92.75	83.9	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Chexclusion 2021.06	83.7	82.8	84.4	90.4	75.7	71.8	77.2	78.2	86.8	93.3	84.8	74.8	90.3	92.7	83.4	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Keidar et al. 2021.06	83.24	82.59	84.19	90.4	74.71	71.33	76.66	77.67	86.39	92.93	84.18	74.51	89.7	92.05	82.9	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
MANet 2021.06	82.77	81.86	83.66	90.03	74.52	69.56	75.43	77.24	85.9	91.53	83.05	73.01	88.02	90.24	81.92	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Arias-Garzón et al. 2021.06	82.61	81.57	83.16	90.01	73.71	65.36	74.57	77.4	85.83	91.5	81.96	72.79	87.47	90.64	81.33	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
UniXGen 2025.01	75	78	69	81	67	-	67	69	-	76	-	66	66	-	-	74	71	71	25	31	5	29	6	5	37	41	0	4	24	17	34
UniXGen 2025.01	75	79	65	81	66	-	63	68	-	77	-	63	70	-	-	73	71	71	20	31	6	27	6	7	34	43	4	7	24	19	33
VSE-GCN 2021.06	72.2	73	72.8	79.9	76.7	56	62.3	65.4	81.7	86.3	65.3	58.8	79.7	78.9	72.1	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
PCME++ 2026.02	71.5	80.61	59.72	71.26	68.75	52.73	16.67	47.5	-	50.61	45.45	46.51	46.03	51.89	54.56	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Densenet-KG 2021.06	69.4	74.6	64	79	65.1	60.5	57.4	60.9	77.8	80.9	65	57.2	68.9	78.1	68.5	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CheXNet 2021.07	56.7	53.4	19.3	67.4	-	-	-	-	-	71.5	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
MedProbCLIP 2026.02	56.5	79.47	72.92	79.86	71.63	44.55	79.76	57.67	-	86.61	72.73	73.08	78.02	70.28	71.01	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CXR-CLIP 2026.02	50	79.08	47.22	81.64	78.37	48.18	72.62	81.67	-	59.26	45.45	71.44	73.36	72.17	66.19	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
TieNet 2021.07	47.1	48.8	18.8	53.6	-	-	-	-	-	59.1	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
RATCHET 2021.07	41.1	44.6	4.1	40.7	-	-	-	-	-	63.3	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CLIP 2026.02	31	78.32	47.92	84.53	66.83	63.64	48.81	75.5	-	68.65	63.64	72.36	67.07	79.25	65.19	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Class Bias 2021.07	24.5	22.1	6.6	17.7	-	-	-	-	-	26.1	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
TieNet 2021.07	0.6	6.1	0	5	-	-	-	-	-	3.3	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Label-Supervised 2022.05	-	-	-	-	-	-	-	-	-	-	-	-	-	-	77.42	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CLIP 2022.05	-	-	-	-	-	-	-	-	-	-	-	-	-	-	70.25	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SLIP 2022.05	-	-	-	-	-	-	-	-	-	-	-	-	-	-	72.44	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
MILNCElocal 2022.05	-	-	-	-	-	-	-	-	-	-	-	-	-	-	69.18	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
LoCo 2022.05	-	-	-	-	-	-	-	-	-	-	-	-	-	-	78.15	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
GloCo 2022.05	-	-	-	-	-	-	-	-	-	-	-	-	-	-	76.58	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Global-Local Contrastive Learning 2022.05	-	-	-	-	-	-	-	-	-	-	-	-	-	-	79.4	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Global-Local Contrastive Learning (augmented) 2022.05	-	-	-	-	-	-	-	-	-	-	-	-	-	-	80.4	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-

Thoracic Disease Classification on MIMIC-CXR (test)

Evaluation Results