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Papers Benchmarks Datasets Tasks

Polyp Segmentation research benchmarks – Page 7 · SOTA2 Research

Polyp Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Kvasir-SEG 16 (test)

93.85mDice

6

Feb 26, 2026

CVC-ClinicDB cross-dataset trained on Kvasir-SEG (test)

74.44mIoU

6

Feb 26, 2026

Kvasir-Sessile (test)

69.1mIoU

6

Feb 26, 2026

84.09mIoU

6

Feb 26, 2026

CVC-T EndoScene (test)

0.887Dice Coefficient

6

Feb 26, 2026

89.9Dice (mean)

6

Feb 26, 2026

Polyp (Colonoscopy) (val)

81.83DSC

6

Feb 26, 2026

PolypGen (Out-Federation)

SCAFFOLD+GEN-Guard

86.01F1 Score

5

Jun 19, 2026

PolypGen (Held-Out)

FedProx+GEN-Guard

74.3F1 Score

5

Jun 19, 2026

PolypGen In-Federation

SCAFFOLD+GEN-Guard

82.85F1 Score

5

Jun 19, 2026

ETIS unseen (test)

79.8Dice

5

Feb 26, 2026

CVC-ColonDB unseen (test)

81.5Dice

5

Feb 26, 2026

CVC-T (unseen dataset)

88.9Dice Coefficient

5

Feb 26, 2026

ETIS-LaribPolypDB

82.3mDice

5

Feb 26, 2026

0.903mDice

5

Feb 26, 2026

ETIS-LaribPolupDB

0.798S_alpha

5

Feb 26, 2026

EndoScene (CVC-T)

88.7mDice

5

Feb 26, 2026

Polyp dataset sequence frame (10% labeled data)

71Dice

4

Feb 26, 2026

Polyp dataset single frame (10% labeled data)

79Dice

4

Feb 26, 2026

0.858IoU

4

Feb 26, 2026

Kvasir-SEG 19 (test)

76.58mDSC

4

Feb 26, 2026

79.55Dice

4

Feb 26, 2026

0.847ASD (mm)

3

Apr 14, 2026

0.584ASD (mm)

3

Apr 14, 2026

MedSAM 1.0 (test)

92.13DSC

3

Feb 26, 2026

Page 7 of 8

Popular datasets

Polyp Segmentation PolypGen CVC-ClinicDB Kvasir Kvasir-SEG

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