Chest X-ray Classification on CheXpert (val)

84.92AUROC

Xplainer

Updated 4d ago

Evaluation Results

Method
Xplainer 2023.03	84.92	-	-	-	-	-	-
Global-Local Contrastive Learning (augmented) 2022.05	83.24	-	-	-	-	-	-
Seibold et al. 2023.03	83.24	-	-	-	-	-	-
LoCo 2022.05	81.71	-	-	-	-	-	-
Label-Supervised 2022.05	78.9	-	-	-	-	-	-
Global-Local Contrastive Learning 2022.05	78.86	-	-	-	-	-	-
Seibold et al. 2023.03	78.86	-	-	-	-	-	-
SLIP 2022.05	78.49	-	-	-	-	-	-
GloCo 2022.05	77.24	-	-	-	-	-	-
CLIP 2022.05	75.85	-	-	-	-	-	-
MILNCElocal 2022.05	74.98	-	-	-	-	-	-
U-Ignore 2019.11	-	0.72	0.87	0.77	0.87	0.9	0.826
U-Ignore 2019.11	-	0.72	0.88	0.77	0.87	0.9	0.828
U-Ignore 2019.11	-	0.7	0.87	0.74	0.86	0.9	0.814
U-Ignore 2019.11	-	0.818	0.828	0.938	0.934	0.928	0.889
U-Zeros 2019.11	-	0.811	0.84	0.932	0.929	0.931	0.888
U-Ones 2019.11	-	0.858	0.832	0.899	0.941	0.934	0.893
U-MultiClass 2019.11	-	0.821	0.854	0.937	0.928	0.936	0.895
U-SelfTrained 2019.11	-	0.833	0.831	0.939	0.935	0.932	0.894
Hierarchical-Learning-V1 2019.11	-	0.909	0.91	0.957	0.958	0.964	0.94