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ResearchFormerly WizWand

Chest X-Ray

Benchmarks

TaskDatasetSOTA resultTrendResults

Few-Shot Segmentation

Chest X-Ray

91mIoU

82

Semantic Segmentation

Chest X-ray

87.5mIoU

25

Entity-conditioned retrieval

Chest X-ray (External)

71.54Recall@1

24

Cross-Domain Few-Shot Segmentation

Chest X-ray

85.44mIoU (1-shot)

23

Few-Shot Semantic Segmentation

Chest X-ray 5-shot

87.9mIoU

22

Few-Shot Semantic Segmentation

Chest X-ray 1-shot

85.8mIoU

22

Semantic Segmentation

Chest X-Ray Target Dataset PASCAL VOC Source

81.23mIoU

22

Attribution Localization

Chest X-ray

1.31MSE

22

Multi-label chest disease diagnosis

Chest X-ray

0.682Kappa

22

Longitudinal follow-up generative comparative interpretation

Chest X-ray Longitudinal follow-up

97.67Accuracy

20

Image Denoising

Chest X-Ray (test)

96SSIM

20

Image Denoising

Chest X-Ray 53 (test)

39.6PSNR

20

Medical Image Classification

Chest X-Ray (test)

88.3Accuracy

16

Lung Segmentation

Chest X-ray

94.5Lung DSC

15

Pneumonia Detection

Chest X-Ray PX (test)

0.967AUROC

14

Entity-conditioned reference-case retrieval

Chest X-ray (internal val)

70.85Recall@1

12

Image Reconstruction

Chest X-Ray

39.1PSNR

11

Multi-label chest disease diagnosis

Chest X-ray (70%)

66.5Kappa

11

Medical Landmark Detection

Chest X-ray (test)

5.15MRE (px)

10

Auditing Data Removal

Chest X-ray R

106PKS Score

10

Auditing Data Removal

Chest X-ray C6

109PKS Score

10

Auditing Data Removal

Chest X-ray C5

1.31PKS Score

10

Auditing Data Removal

Chest X-ray C4

1.26pks Score

10

Auditing Data Removal

Chest X-ray C3

1.31PKS Score

10

Auditing Data Removal

Chest X-ray C2

1.32PKS Score

10