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Papers Benchmarks Datasets Tasks

Artifact Detection research benchmarks · SOTA2 Research

Artifact Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

95.9Deepfake EFS

68

Feb 26, 2026

Proposed Dataset RLFN

19.02F1 Score

28

Feb 26, 2026

Proposed Dataset SPAN

0.162F1 Score

28

Feb 26, 2026

Proposed Dataset prominent subset

prominence-modeling method

36.69IoU

28

Feb 26, 2026

0.191F1-score

14

Feb 26, 2026

Proposed Dataset Original HR

5.59F1 Score

14

Feb 26, 2026

Proposed & DeSRA Combined

2Rank

12

Feb 26, 2026

DeSRA Dataset prominent subset

prominence-modeling method

0.542IoU

12

Feb 26, 2026

DeSRA crowd-sourced (test)

110Masks Found

9

Feb 26, 2026

ArtiBench 1.0 (test)

InternVL3.5-8B + ArtiAgent

63Accuracy

7

Feb 26, 2026

JPEG AI edge artifact (full set)

0.084Precision (PR)

6

Feb 26, 2026

JPEG AI edge artifact prominent 1.0 (test)

prominence-modeling method

11.79Precision

6

Feb 26, 2026

Combined 6 SR datasets (BSDS300, Set5, Set14, Urban100, etc.)

80Masks Found

6

Feb 26, 2026

Synthetic (test)

98.5Accuracy (Glare)

5

Jun 29, 2026

Per-sample diagnostics Silence noise

100AUROC

5

May 8, 2026

Per-sample diagnostics Cross-class noise

0.997AUROC

5

May 8, 2026

Per-sample diagnostics Gaussian noise

1AUROC

5

May 8, 2026

TCGA H&E-stained images

DiffusionQC (enhanced)

95.3OOF Sensitivity

3

Feb 26, 2026

Popular datasets

Proposed Dataset DeSRA Per-sample diagnostics JPEG-AI Synthetic

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