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README.md DELETED
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- ---
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- dataset_info:
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- features:
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- - name: image
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- dtype: image
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- - name: question_id
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- dtype: string
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- - name: question
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- dtype: string
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- - name: answer
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- dtype: string
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- - name: source
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- dtype: string
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- - name: eval_type
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- dtype: string
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- - name: relation_type
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- dtype: string
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- configs:
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- - config_name: default
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- data_files:
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- - split: train
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- path: data-*.parquet
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- license: cc-by-4.0
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- task_categories:
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- - visual-question-answering
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- language:
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- - en
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- tags:
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- - visual-relation
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- - spatial-relation
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- - action-relation
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- - comparative-relation
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- - dall-e
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- size_categories:
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- - 1K<n<10K
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- ---
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-
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- # MMRel
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-
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- Multimodal visual relation benchmark with 3,613 Dall-E generated image-question pairs testing action, spatial, and comparative relations. Each image is synthesized in multiple artistic styles (photo-realistic, watercolor, abstract, oil painting).
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-
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- Note: The full MMRel benchmark also includes Visual Genome and SPEC (SDXL) images, which require separate download from their respective sources.
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-
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- ## Fields
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-
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- | Field | Description |
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- |-------|-------------|
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- | image | Dall-E synthesized image |
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- | question_id | Unique question identifier |
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- | question | Relation question (yes/no or open-ended) |
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- | answer | Ground truth answer |
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- | source | Image source (dall-e) |
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- | eval_type | discriminative / generative |
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- | relation_type | dall-e_action / dall-e_spatial |
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-
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- ## Evaluation
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-
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- ```
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- Discriminative: "Does {relation} exist? Please answer with one word."
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- metrics: Accuracy, Precision, Recall, F1
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- parser: yes/no binary
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-
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- Generative: "What is the {relation_type} between {obj1} and {obj2}?"
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- metrics: Relation extraction accuracy
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- parser: free-text matching
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- ```
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-
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- ## Source
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-
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- Original data from [MMRel](https://huggingface.co/datasets/Jingkang50/MMRel) (arXiv 2024).
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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