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Papers Benchmarks Datasets Tasks

KiTS dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

KiTS

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Lesion Segmentation

KiTS23 (5-fold cross-validation)

46.14Dice

6

Medical Image Segmentation

KiTS21

74.01Dice

6

KiTS (test)

100AUROC

6

Lesion Segmentation

KiTS 23

86.8BBox Score

6

Kidney and Tumor Segmentation

KiTS 2019 (val)

97.37Kidney Dice

6

Kidney Lesion Analysis

KiTS 2023 (inference only)

81.7L1 Score (Abn.)

5

Medical Image Segmentation

KiTS 4 labeled 2019 (test)

87.7PAvPU

5

Medical Image Segmentation

KiTS 16 labeled 2019 (test)

89.7PAvPU

5

Semantic Segmentation

KiTS23 (5-fold cross-val average)

96.69Dice (Kidneys + masses)

4

Semantic Segmentation

KiTS23 (Fold 5)

97.41Dice Score (Kidneys + masses)

4

Semantic Segmentation

KiTS23 (Fold 4)

96.58Dice (Kidneys + masses)

4

Semantic Segmentation

KiTS23 (Fold 3)

97.02Dice (Kidneys + masses)

4

Semantic Segmentation

KiTS23 (Fold 2)

95.76Dice Score (Kidneys + Masses)

4

Semantic Segmentation

KiTS23 (Fold 1)

96.66Dice (Kidneys + masses)

4

Semantic Segmentation

KiTS23 Tumor+Cyst (test)

81Mean DSC (3 runs)

3

Medical Image Segmentation

KITS

4.5Search Time (h)

2

Lesion Segmentation

KiTS 2019

91.94DICE

2

Persistent Homology Computation

KiTS 19

0.26Time (s)

2

Patch Summarization

KiTS19

87.14Accuracy

2

Semantic Segmentation

KiTS19 (val)

91.02DSC

1

Kidney Tumor Segmentation

KiTS 20 (val)

—Primary metric

0

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Popular tasks

Semantic segmentation Medical Image Segmentation Segmentation Lesion Segmentation Image Segmentation

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