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Image Manipulation Detection and Localization research benchmarks · SOTA2 Research

Image Manipulation Detection and Localization

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Average (CASIAv1, Columbia, COVERAGE, IMD2020, NIST16)

DINOv3 + LoRA r=32

82.2F1 Score (Coverage)

17

Apr 20, 2026

0.292P-F1

15

Feb 26, 2026

90.6I-AUC

15

Feb 26, 2026

77.2I-AUC

15

Feb 26, 2026

99.9I-AUC

15

Feb 26, 2026

94.8I-AUC

15

Feb 26, 2026

84Accuracy

9

May 18, 2026

97Accuracy

9

May 18, 2026

97.4F1 Score

5

Feb 26, 2026

95.9Precision

1

Feb 26, 2026

Popular datasets

CASIA IMD NIST COVERAGE Columbia

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