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Papers Benchmarks Datasets Tasks

MMAD dataset and benchmarks · SOTA2 Research

Research Datasets

MMAD

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Anomaly Reasoning

MMAD

91.2Average Score

38

Industrial Anomaly Detection

MMAD

95.24Anomaly Discrimination

30

Industrial Anomaly Detection

MMAD one-shot 1.0 (test)

95.24Anomaly Discrimination Score

29

Anomaly Detection Question Answering

MMAD VisA domain

88.2Discrimination Score

19

Binary classification

MMAD

97.62Average Score

19

Multimodal Anomaly Detection

MMAD 1-shot

95.24Anomaly Discrimination

16

MMAD

88.75Industrial Components Score

12

Open-Ended Question Answering

MMAD (test)

0.703ROUGE-1

12

Discriminative QA

MMAD

89.37Industrial Components Score

12

Anomaly Localization

MMAD-BBox 1-shot

25.3mIoU

7

Industrial Anomaly Understanding

MMAD 1.0 (test)

75.2Anomaly Detection Score

6

Popular tasks

Industrial Anomaly Detection Open-ended Question Answering Anomaly Localization Binary Classification Open-ended QA

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