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Papers Benchmarks Datasets Tasks

Fundus dataset and benchmarks · SOTA2 Research

Research Datasets

Fundus

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Optic Cup / Disc Segmentation

Fundus Domain 4

90.1DC (Cup)

53

Optic Cup / Disc Segmentation

Fundus Domain 3

88.49DC (Cup)

53

Optic Cup / Disc Segmentation

Fundus Domain 2

84.08DC (Cup)

53

Optic Cup / Disc Segmentation

Fundus Domain 1

87.77DC (Cup)

47

Optic Cup / Disc Segmentation

Fundus Overall

88.6DC Avg

27

Fundus Segmentation

Fundus (test)

88.14Client 1 Score

17

Interactive Medical Image Segmentation

Fundus

0.846Dice

16

Top-k localization precision and sensitivity

Fundus

65Top-k Precision

14

Model Explainability Faithfulness

Fundus

0.907AUDC

14

Medical Image Analysis

Fundus 2 tasks

75.7Average Performance (%)

13

Disease Classification

Fundus (test)

78AUC

12

Medical Image Segmentation

Fundus (test)

82.17Domain 1 DC (Optic Cup)

11

Medical Image Segmentation

Fundus (held-out)

98.8AP50

9

Image classification

Fundus (test)

56.41mAP

8

Medical image reconstruction

Fundus

14.39rFID

8

Vascular Image Translation

Fundus (test)

24.83PSNR

6

Medical Image Segmentation

Fundus 20 labels

88.6DSC

5

Medical Image Segmentation

Fundus

94Dice

3

Generative Modeling

Fundus Dataset MedMNIST

7.42KID

3

Medical Image Quality Assessment

Fundus

0.85SRCC

2

Popular tasks

Optic Cup / Disc Segmentation Medical Image Segmentation Image Classification Fundus Segmentation Disease Classification

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