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Papers Benchmarks Datasets Tasks

MME dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

MME

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Multimodal Hallucination Evaluation

MME

720Total Score

24

Cognitive Hallucination Mitigation

MME cognitive 12 (test)

124.5Commonsense Reasoning Score

24

Multimodal Perception

MME perception-related tasks

195Existence

24

Hallucination Evaluation

MME hallucination (test)

180Existence Score

24

Visual Understanding

MME perception and cognition v1.0

1,687MME Perception Score

24

Image Question Answering

MME Perception

1,599MME-P Score

23

Image Understanding Evaluation

MME

1,862MME Score

22

Multimodal Large Language Model Evaluation

MME

2,315MME Score

22

Object Hallucination

MME

195E Score

22

Large Multi-modal Model Evaluation

MME

1,514.46Perception Score

22

Visual Question Answering

MME

1,862Total Score

21

Multimodal Reasoning

MME

2,304Perception Score

21

Perception Evaluation

MME Perception

1,755.5Score

21

Object Hallucination Detection

MME existence

98.33Accuracy

20

Multimodal Evaluation

MME

1,787.7Absolute Score

20

Visual Perception

MME

2,415Perception Score

20

Image-text understanding

MME

1,702.2MME Score

20

Visual Question Answering

MME

1,648.1Accuracy

20

Visual Perception Evaluation

MME Perception

1,714Perception Score

20

Multimodal Reasoning

MME-RW

53.8Accuracy

19

MME

2,397VQA Score

19

Multimodal Evaluation

MME

1,898.94MME Score

19

Perception-intensive Reasoning

MME-RealWorld

59.1Accuracy

19

Multimodal Understanding

MME v1.0 (val)

1,508Score

19

Multimodal Model Evaluation

MME

1,636.5MME Score

18

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Popular tasks

Multimodal Evaluation Multimodal Understanding Hallucination Evaluation Multimodal Perception Multimodal Model Evaluation

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