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Papers Benchmarks Datasets Tasks

De-identification research benchmarks · SOTA2 Research

De-identification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MIMIC-III 100 discharge notes 1.4 (test)

99Precision

14

Feb 26, 2026

De-identification Challenge 2014

Human-written GL

77.04Strict Precision

7

Jun 30, 2026

Nor-DeID (test)

90.49F1-score

6

Jun 2, 2026

77Performance (AGE)

4

May 6, 2026

97.23Name IoU

3

Jun 9, 2026

90.75Name IoU

3

Jun 9, 2026

90.75Name IoU

3

Jun 9, 2026

Base Image Dataset (train)

91.94Name IoU

3

Jun 9, 2026

RITE Generated (Evaluation Set)

93.94Accuracy (Name)

2

Jun 9, 2026

ADE-20K Generated (test)

91.96Name De-identification Accuracy

2

Jun 9, 2026

COCO Generated (Evaluation Set)

94.7Name Accuracy

2

Jun 9, 2026

Base Image Dataset Generated (Evaluation Set)

94.78Name Accuracy

2

Jun 9, 2026

Popular datasets

COCO RITE ADE-20k Base Image Dataset MIMIC-III

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