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
Entity-conditioned retrieval	Chest X-ray (External)	Recall@171.54	24
Cross-Domain Few-Shot Segmentation	Chest X-ray	mIoU (1-shot)85.44	23
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
Longitudinal follow-up generative comparative interpretation	Chest X-ray Longitudinal follow-up	Accuracy97.67	20
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
Lung Segmentation	Chest X-ray	Lung DSC94.5	15
Pneumonia Detection	Chest X-Ray PX (test)	AUROC0.967	14
Entity-conditioned reference-case retrieval	Chest X-ray (internal val)	Recall@170.85	12
Image Reconstruction	Chest X-Ray	PSNR39.1	11
Multi-label chest disease diagnosis	Chest X-ray (70%)	Kappa66.5	11
Medical Landmark Detection	Chest X-ray (test)	MRE (px)5.15	10
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

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