Chest X-Ray

Benchmarks

Task Name	Dataset Name	SOTA Result
Few-Shot Segmentation	Chest X-Ray	mIoU91	82
Semantic Segmentation	Chest X-ray	mIoU87.5	25
Few-Shot Semantic Segmentation	Chest X-ray 5-shot	mIoU87.9	22
Few-Shot Semantic Segmentation	Chest X-ray 1-shot	mIoU85.8	22
Semantic Segmentation	Chest X-Ray Target Dataset PASCAL VOC Source	mIoU81.23	22
Attribution Localization	Chest X-ray	MSE1.31	22
Multi-label chest disease diagnosis	Chest X-ray	Kappa0.682	22
Image Denoising	Chest X-Ray (test)	SSIM96	20
Image Denoising	Chest X-Ray 53 (test)	PSNR39.6	20
Medical Image Classification	Chest X-Ray (test)	Accuracy88.3	16
Pneumonia Detection	Chest X-Ray PX (test)	AUROC0.967	14
Lung Segmentation	Chest X-ray	Lung DSC78.38	12
Image Reconstruction	Chest X-Ray	PSNR39.1	11
Multi-label chest disease diagnosis	Chest X-ray (70%)	Kappa66.5	11
Auditing Data Removal	Chest X-ray R	PKS Score106	10
Auditing Data Removal	Chest X-ray C6	PKS Score109	10
Auditing Data Removal	Chest X-ray C5	PKS Score1.31	10
Auditing Data Removal	Chest X-ray C4	pks Score1.26	10
Auditing Data Removal	Chest X-ray C3	PKS Score1.31	10
Auditing Data Removal	Chest X-ray C2	PKS Score1.32	10
Auditing Data Removal	Chest X-ray C1	PKS Score1.32	10
Neural Image Representation	Chest X-ray 64 × 64	MSE0.097	9
Medical Image Classification	Chest X-ray Standard Datasets	Pneumonia Classification Score90.1	7
Attribution Evaluation	Chest X-ray	IoU82.1	7
Image Classification	Chest X-Ray (test)	Average Accuracy95.41	7

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