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Papers Benchmarks Datasets Tasks

DGM4 dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

DGM4

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Multimodal Fake News Detection

DGM4 Avg.

79.38Macro F1 (multimodal)

5

Multimodal Fake News Detection

DGM4 5% budget

79.34Macro F1 (Multi)

5

Multimodal Fake News Detection

DGM4 1% budget

79.47Macro F1 (Multi)

5

Multimodal Fake News Detection

DGM4 0.25% budget

79.66Macro F1 (multi)

5

Multi-modal Forgery Detection and Grounding

DGM4 BBC

72.37Accuracy

5

Multi-modal Forgery Detection and Grounding

DGM4 (Wash)

70.28Accuracy

5

Multi-modal Forgery Detection and Grounding

DGM4 (USA)

70.62Accuracy

5

Image-text manipulation detection and localization

DGM4

61.2Accuracy

5

Multimodal Misinformation Detection

DGM4

57.3Accuracy

4

Multimodal Media Verification

DGM4

76.88Average Preference

4

Manipulation Detection

DGM4

93.19Accuracy

3

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Popular tasks

Binary Classification Multi-modal Manipulation Detection and Grounding Multimodal Fake News Detection Text Grounding Multi-modal Forgery Detection and Grounding

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